From 72b03d43f18170363fa031c82cfd721afc141d00 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sat, 30 May 2026 23:32:48 +0530
Subject: [PATCH 01/85] refactor: restructure backend into layered app/ package

---
 .gitignore                                    |  4 +-
 api/db/database.py                            | 20 --------
 api/main.py                                   | 42 -----------------
 app/__init__.py                               |  8 ++++
 {api => app/api}/__init__.py                  |  0
 {api => app/api}/deps.py                      |  2 +-
 app/api/router.py                             | 12 +++++
 {api => app/api}/routes/__init__.py           |  0
 {api => app/api}/routes/forms.py              | 24 +++++-----
 {api => app/api}/routes/templates.py          | 15 +++---
 {api/db => app/api/schemas}/__init__.py       |  0
 {api => app/api}/schemas/common.py            |  0
 {api => app/api}/schemas/forms.py             |  1 -
 {api => app/api}/schemas/templates.py         |  0
 {api/errors => app/core}/__init__.py          |  0
 app/core/config.py                            | 47 +++++++++++++++++++
 {api/schemas => app/core/errors}/__init__.py  |  0
 {api => app/core}/errors/base.py              |  0
 {api => app/core}/errors/handlers.py          |  2 +-
 app/core/lifespan.py                          | 17 +++++++
 app/core/logging.py                           | 14 ++++++
 {src => app/db}/__init__.py                   |  0
 app/db/database.py                            | 14 ++++++
 {api => app}/db/init_db.py                    | 34 +++++++++-----
 {api => app}/db/repositories.py               |  2 +-
 app/main.py                                   | 34 ++++++++++++++
 app/models/__init__.py                        |  5 ++
 {api/db => app/models}/models.py              |  0
 app/services/__init__.py                      |  0
 {src => app/services}/controller.py           |  2 +-
 {src => app/services}/file_manipulator.py     |  4 +-
 {src => app/services}/filler.py               |  2 +-
 {src => app/services}/inputs/input.txt        |  0
 {src => app/services}/llm.py                  |  7 +--
 .../services}/outputs/test_output_1.json      |  0
 {src => app/services}/prompt.txt              |  0
 .../services}/test/example_template.json      |  0
 {src => app/services}/test/test_output_1.json |  0
 examples/pipeline_demo.py                     | 27 +++++++++++
 src/main.py                                   | 42 -----------------
 tests/conftest.py                             | 10 ++--
 tests/test_api.py                             |  2 +-
 {src/test => tests}/test_model.py             |  0
 43 files changed, 238 insertions(+), 155 deletions(-)
 delete mode 100644 api/db/database.py
 delete mode 100644 api/main.py
 create mode 100644 app/__init__.py
 rename {api => app/api}/__init__.py (100%)
 rename {api => app/api}/deps.py (51%)
 create mode 100644 app/api/router.py
 rename {api => app/api}/routes/__init__.py (100%)
 rename {api => app/api}/routes/forms.py (85%)
 rename {api => app/api}/routes/templates.py (95%)
 rename {api/db => app/api/schemas}/__init__.py (100%)
 rename {api => app/api}/schemas/common.py (100%)
 rename {api => app/api}/schemas/forms.py (90%)
 rename {api => app/api}/schemas/templates.py (100%)
 rename {api/errors => app/core}/__init__.py (100%)
 create mode 100644 app/core/config.py
 rename {api/schemas => app/core/errors}/__init__.py (100%)
 rename {api => app/core}/errors/base.py (100%)
 rename {api => app/core}/errors/handlers.py (88%)
 create mode 100644 app/core/lifespan.py
 create mode 100644 app/core/logging.py
 rename {src => app/db}/__init__.py (100%)
 create mode 100644 app/db/database.py
 rename {api => app}/db/init_db.py (65%)
 rename {api => app}/db/repositories.py (93%)
 create mode 100644 app/main.py
 create mode 100644 app/models/__init__.py
 rename {api/db => app/models}/models.py (100%)
 create mode 100644 app/services/__init__.py
 rename {src => app/services}/controller.py (87%)
 rename {src => app/services}/file_manipulator.py (96%)
 rename {src => app/services}/filler.py (97%)
 rename {src => app/services}/inputs/input.txt (100%)
 rename {src => app/services}/llm.py (94%)
 rename {src => app/services}/outputs/test_output_1.json (100%)
 rename {src => app/services}/prompt.txt (100%)
 rename {src => app/services}/test/example_template.json (100%)
 rename {src => app/services}/test/test_output_1.json (100%)
 create mode 100644 examples/pipeline_demo.py
 delete mode 100644 src/main.py
 rename {src/test => tests}/test_model.py (100%)

diff --git a/.gitignore b/.gitignore
index b5a9a904..268a0ff2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,4 +26,6 @@ src/inputs/*.pdf
 frontend/release/
 
 # Local Claude Code instructions
-CLAUDE.md
\ No newline at end of file
+CLAUDE.md
+
+*temp/
\ No newline at end of file
diff --git a/api/db/database.py b/api/db/database.py
deleted file mode 100644
index 97e6e622..00000000
--- a/api/db/database.py
+++ /dev/null
@@ -1,20 +0,0 @@
-import os
-from sqlmodel import create_engine, Session
-
-# Define path to the database in the user's home directory
-HOME_DIR = os.path.expanduser("~")
-APP_DIR = os.path.join(HOME_DIR, ".fireform")
-os.makedirs(APP_DIR, exist_ok=True)
-DB_PATH = os.path.join(APP_DIR, "fireform.db")
-
-DATABASE_URL = f"sqlite:///{DB_PATH}"
-
-engine = create_engine(
-    DATABASE_URL,
-    echo=True,
-    connect_args={"check_same_thread": False},
-)
-
-def get_session():
-    with Session(engine) as session:
-        yield session
\ No newline at end of file
diff --git a/api/main.py b/api/main.py
deleted file mode 100644
index 0c30bc5e..00000000
--- a/api/main.py
+++ /dev/null
@@ -1,42 +0,0 @@
-from contextlib import asynccontextmanager
-import os
-
-# Disable CUDA to prevent PyTorch from trying to find NVIDIA drivers on Mac Silicon / Docker
-os.environ["CUDA_VISIBLE_DEVICES"] = ""
-
-from fastapi import FastAPI
-from api.routes import templates, forms
-from api.db.init_db import init_db
-from api.errors.handlers import register_exception_handlers
-from fastapi.middleware.cors import CORSMiddleware
-from api.routes import forms, templates
-
-@asynccontextmanager
-async def lifespan(app: FastAPI):
-    # Startup: Initialize the database and seed it if necessary
-    print("Initializing database...")
-    init_db()
-    yield
-    # Shutdown logic goes here if needed
-
-app = FastAPI(lifespan=lifespan)
-
-register_exception_handlers(app)
-
-default_origins = "http://127.0.0.1:5173,http://localhost:5173"
-allowed_origins = [
-    origin.strip()
-    for origin in os.getenv("FRONTEND_ORIGINS", default_origins).split(",")
-    if origin.strip()
-]
-
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=allowed_origins,
-    allow_credentials=False,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
-
-app.include_router(templates.router)
-app.include_router(forms.router)
diff --git a/app/__init__.py b/app/__init__.py
new file mode 100644
index 00000000..de9379be
--- /dev/null
+++ b/app/__init__.py
@@ -0,0 +1,8 @@
+"""FireForm backend application package."""
+
+import os
+
+# Force CPU before any service module imports torch / rfdetr. Prevents PyTorch
+# from probing for NVIDIA drivers on Mac Silicon and inside Docker. Runs here so
+# it is guaranteed to execute before `app.main` imports the service layer.
+os.environ["CUDA_VISIBLE_DEVICES"] = ""
diff --git a/api/__init__.py b/app/api/__init__.py
similarity index 100%
rename from api/__init__.py
rename to app/api/__init__.py
diff --git a/api/deps.py b/app/api/deps.py
similarity index 51%
rename from api/deps.py
rename to app/api/deps.py
index c2a0b748..4aa9614b 100644
--- a/api/deps.py
+++ b/app/api/deps.py
@@ -1,4 +1,4 @@
-from api.db.database import get_session
+from app.db.database import get_session
 
 def get_db():
     yield from get_session()
\ No newline at end of file
diff --git a/app/api/router.py b/app/api/router.py
new file mode 100644
index 00000000..ba9c0b56
--- /dev/null
+++ b/app/api/router.py
@@ -0,0 +1,12 @@
+"""Aggregates every route module into a single API router.
+
+Add new feature routers here; main.py only mounts this one router.
+"""
+
+from fastapi import APIRouter
+
+from app.api.routes import forms, templates
+
+api_router = APIRouter()
+api_router.include_router(templates.router)
+api_router.include_router(forms.router)
diff --git a/api/routes/__init__.py b/app/api/routes/__init__.py
similarity index 100%
rename from api/routes/__init__.py
rename to app/api/routes/__init__.py
diff --git a/api/routes/forms.py b/app/api/routes/forms.py
similarity index 85%
rename from api/routes/forms.py
rename to app/api/routes/forms.py
index 74069eaf..7af5da62 100644
--- a/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -1,19 +1,19 @@
-import os
-
 import requests
 from fastapi import APIRouter, Depends, File, UploadFile
 from sqlmodel import Session
-from api.deps import get_db
-from api.schemas.forms import (
+
+from app.api.deps import get_db
+from app.api.schemas.forms import (
     FormFill,
     FormFillResponse,
     ModelsResponse,
     TranscriptionResponse,
 )
-from api.db.repositories import create_form, get_template
-from api.db.models import FormSubmission
-from api.errors.base import AppError
-from src.controller import Controller
+from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, WHISPER_HOST
+from app.core.errors.base import AppError
+from app.db.repositories import create_form, get_template
+from app.models import FormSubmission
+from app.services.controller import Controller
 
 router = APIRouter(prefix="/forms", tags=["forms"])
 
@@ -48,12 +48,11 @@ def list_models():
     """List the Whisper-independent extraction models available in the local
     Ollama instance, plus the configured default. Used by the Fill Form UI's
     model picker. Falls back to just the default if Ollama is unreachable."""
-    default_model = os.getenv("OLLAMA_MODEL", "qwen2.5:1.5b")
-    ollama_host = os.getenv("OLLAMA_HOST", "http://localhost:11434").rstrip("/")
+    default_model = OLLAMA_MODEL
 
     models: list[str] = []
     try:
-        response = requests.get(f"{ollama_host}/api/tags", timeout=10)
+        response = requests.get(f"{OLLAMA_HOST}/api/tags", timeout=10)
         response.raise_for_status()
         models = [m["name"] for m in response.json().get("models", []) if m.get("name")]
     except requests.exceptions.RequestException:
@@ -75,8 +74,7 @@ def transcribe(audio: UploadFile = File(...)):
     audio is streamed straight through to the local STT service and never
     persisted — no PII leaves the machine.
     """
-    whisper_host = os.getenv("WHISPER_HOST", "http://localhost:9000").rstrip("/")
-    whisper_url = f"{whisper_host}/asr"
+    whisper_url = f"{WHISPER_HOST}/asr"
 
     files = {
         "audio_file": (
diff --git a/api/routes/templates.py b/app/api/routes/templates.py
similarity index 95%
rename from api/routes/templates.py
rename to app/api/routes/templates.py
index 64db2e05..cc98370d 100644
--- a/api/routes/templates.py
+++ b/app/api/routes/templates.py
@@ -5,21 +5,22 @@
 from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
 from fastapi.responses import FileResponse
 from sqlmodel import Session
-from api.deps import get_db
-from api.schemas.templates import (
+
+from app.api.deps import get_db
+from app.api.schemas.templates import (
     TemplateCreate,
     TemplateResponse,
     TemplateUploadResponse,
     MakeFillableRequest,
     MakeFillableResponse,
 )
-from api.db.repositories import create_template, list_templates
-from api.db.models import Template
-from src.controller import Controller
+from app.core.config import BASE_DIR, DEFAULT_TEMPLATE_DIR
+from app.db.repositories import create_template, list_templates
+from app.models import Template
+from app.services.controller import Controller
 
 router = APIRouter(prefix="/templates", tags=["templates"])
-PROJECT_ROOT = Path(__file__).resolve().parents[2]
-DEFAULT_TEMPLATE_DIR = "src/inputs"
+PROJECT_ROOT = BASE_DIR
 
 
 def _resolve_target_directory(directory: str) -> Path:
diff --git a/api/db/__init__.py b/app/api/schemas/__init__.py
similarity index 100%
rename from api/db/__init__.py
rename to app/api/schemas/__init__.py
diff --git a/api/schemas/common.py b/app/api/schemas/common.py
similarity index 100%
rename from api/schemas/common.py
rename to app/api/schemas/common.py
diff --git a/api/schemas/forms.py b/app/api/schemas/forms.py
similarity index 90%
rename from api/schemas/forms.py
rename to app/api/schemas/forms.py
index ca996515..6a833c8d 100644
--- a/api/schemas/forms.py
+++ b/app/api/schemas/forms.py
@@ -4,7 +4,6 @@ class FormFill(BaseModel):
     template_id: int
     input_text: str
     # Optional Ollama model override for this fill; falls back to OLLAMA_MODEL.
-    # Not persisted (no DB column) — excluded before building FormSubmission.
     model: str | None = None
 
     @field_validator("input_text")
diff --git a/api/schemas/templates.py b/app/api/schemas/templates.py
similarity index 100%
rename from api/schemas/templates.py
rename to app/api/schemas/templates.py
diff --git a/api/errors/__init__.py b/app/core/__init__.py
similarity index 100%
rename from api/errors/__init__.py
rename to app/core/__init__.py
diff --git a/app/core/config.py b/app/core/config.py
new file mode 100644
index 00000000..055bbadd
--- /dev/null
+++ b/app/core/config.py
@@ -0,0 +1,47 @@
+"""Central configuration.
+
+Single source of truth for paths, the database URL, external service hosts and
+CORS. Read environment once here so the rest of the app imports settings instead
+of calling os.getenv() in scattered places.
+"""
+
+import os
+from pathlib import Path
+
+# Repo root. config.py lives at app/core/config.py -> parents[2] is the repo root.
+BASE_DIR = Path(__file__).resolve().parents[2]
+
+# --- App metadata ---------------------------------------------------------
+APP_TITLE = "FireForm API"
+APP_VERSION = "1.1.0"
+
+# --- Runtime data paths ---------------------------------------------------
+# Uploaded templates and generated PDFs. Project-relative paths the API echoes
+# back to the client are resolved against BASE_DIR (the "inside the project"
+# guard in the templates routes). Override the data dir with FIREFORM_DATA_DIR.
+DATA_DIR = Path(os.getenv("FIREFORM_DATA_DIR", BASE_DIR / "data")).resolve()
+
+# Directory new uploads land in, as a project-relative string (was "src/inputs"
+# before the restructure). Override with FIREFORM_TEMPLATE_DIR.
+DEFAULT_TEMPLATE_DIR = os.getenv("FIREFORM_TEMPLATE_DIR", "data/inputs")
+
+# --- Database -------------------------------------------------------------
+# Keep the SQLite file in the user's home so it survives container rebuilds.
+_APP_HOME = Path(os.path.expanduser("~")) / ".fireform"
+_APP_HOME.mkdir(parents=True, exist_ok=True)
+DB_PATH = Path(os.getenv("FIREFORM_DB_PATH", _APP_HOME / "fireform.db"))
+DATABASE_URL = f"sqlite:///{DB_PATH}"
+DB_ECHO = os.getenv("FIREFORM_DB_ECHO", "true").lower() == "true"
+
+# --- External services ----------------------------------------------------
+OLLAMA_HOST = os.getenv("OLLAMA_HOST", "http://localhost:11434").rstrip("/")
+OLLAMA_MODEL = os.getenv("OLLAMA_MODEL", "qwen2.5:1.5b")
+WHISPER_HOST = os.getenv("WHISPER_HOST", "http://localhost:9000").rstrip("/")
+
+# --- CORS -----------------------------------------------------------------
+_DEFAULT_ORIGINS = "http://127.0.0.1:5173,http://localhost:5173"
+ALLOWED_ORIGINS = [
+    origin.strip()
+    for origin in os.getenv("FRONTEND_ORIGINS", _DEFAULT_ORIGINS).split(",")
+    if origin.strip()
+]
diff --git a/api/schemas/__init__.py b/app/core/errors/__init__.py
similarity index 100%
rename from api/schemas/__init__.py
rename to app/core/errors/__init__.py
diff --git a/api/errors/base.py b/app/core/errors/base.py
similarity index 100%
rename from api/errors/base.py
rename to app/core/errors/base.py
diff --git a/api/errors/handlers.py b/app/core/errors/handlers.py
similarity index 88%
rename from api/errors/handlers.py
rename to app/core/errors/handlers.py
index 903e744b..0285ddb1 100644
--- a/api/errors/handlers.py
+++ b/app/core/errors/handlers.py
@@ -1,6 +1,6 @@
 from fastapi import Request
 from fastapi.responses import JSONResponse
-from api.errors.base import AppError
+from app.core.errors.base import AppError
 
 def register_exception_handlers(app):
     @app.exception_handler(AppError)
diff --git a/app/core/lifespan.py b/app/core/lifespan.py
new file mode 100644
index 00000000..7f842739
--- /dev/null
+++ b/app/core/lifespan.py
@@ -0,0 +1,17 @@
+"""Application lifespan: startup and shutdown hooks."""
+
+import logging
+from contextlib import asynccontextmanager
+
+from fastapi import FastAPI
+
+from app.db.init_db import init_db
+
+logger = logging.getLogger(__name__)
+
+
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    logger.info("Initializing database...")
+    init_db()
+    yield
diff --git a/app/core/logging.py b/app/core/logging.py
new file mode 100644
index 00000000..48d28a8a
--- /dev/null
+++ b/app/core/logging.py
@@ -0,0 +1,14 @@
+"""Logging setup. Call setup_logging() once at app startup."""
+
+import logging
+
+
+def setup_logging(level: str = "INFO") -> None:
+    logging.basicConfig(
+        level=level,
+        format="%(asctime)s %(levelname)-8s %(name)s: %(message)s",
+    )
+
+
+def get_logger(name: str) -> logging.Logger:
+    return logging.getLogger(name)
diff --git a/src/__init__.py b/app/db/__init__.py
similarity index 100%
rename from src/__init__.py
rename to app/db/__init__.py
diff --git a/app/db/database.py b/app/db/database.py
new file mode 100644
index 00000000..0437afd1
--- /dev/null
+++ b/app/db/database.py
@@ -0,0 +1,14 @@
+from sqlmodel import Session, create_engine
+
+from app.core.config import DATABASE_URL, DB_ECHO
+
+engine = create_engine(
+    DATABASE_URL,
+    echo=DB_ECHO,
+    connect_args={"check_same_thread": False},
+)
+
+
+def get_session():
+    with Session(engine) as session:
+        yield session
diff --git a/api/db/init_db.py b/app/db/init_db.py
similarity index 65%
rename from api/db/init_db.py
rename to app/db/init_db.py
index ea77cb62..fc171471 100644
--- a/api/db/init_db.py
+++ b/app/db/init_db.py
@@ -1,9 +1,15 @@
-import json
 import datetime
-from sqlmodel import SQLModel, Session, select
-from api.db.database import engine
-from api.db import models
-from api.db.models import Template
+import logging
+
+from sqlmodel import Session, SQLModel, select
+
+from app.core.config import DEFAULT_TEMPLATE_DIR
+from app.db.database import engine
+
+from app.models import FormSubmission, Template  # noqa: F401
+
+logger = logging.getLogger(__name__)
+
 
 def seed_db():
     with Session(engine) as session:
@@ -14,9 +20,9 @@ def seed_db():
         except Exception:
             # Table might not exist yet if called at a weird time
             results = None
-        
+
         if not results:
-            print("Seeding database with default template...")
+            logger.info("Seeding database with default template...")
             fields = {
                 "Employee's name": "string",
                 "Employee's job title": "string",
@@ -24,24 +30,26 @@ def seed_db():
                 "Employee's phone number": "string",
                 "Employee's email": "string",
                 "Signature": "string",
-                "Date": "string"
+                "Date": "string",
             }
-            
+
             # Using ID 2 as agreed to avoid any ID 1 corruption
             default_template = Template(
                 id=2,
                 name="Manual Test Template",
                 fields=fields,
-                pdf_path="src/inputs/file_template_manual.pdf",
-                created_at=datetime.datetime.now()
+                pdf_path=f"{DEFAULT_TEMPLATE_DIR}/file_template_manual.pdf",
+                created_at=datetime.datetime.now(),
             )
             session.add(default_template)
             session.commit()
-            print("Database seeded successfully.")
+            logger.info("Database seeded successfully.")
+
 
 def init_db():
     SQLModel.metadata.create_all(engine)
     seed_db()
 
+
 if __name__ == "__main__":
-    init_db()
\ No newline at end of file
+    init_db()
diff --git a/api/db/repositories.py b/app/db/repositories.py
similarity index 93%
rename from api/db/repositories.py
rename to app/db/repositories.py
index a9ac3cfa..ebb80de6 100644
--- a/api/db/repositories.py
+++ b/app/db/repositories.py
@@ -1,5 +1,5 @@
 from sqlmodel import Session, select
-from api.db.models import Template, FormSubmission
+from app.models import Template, FormSubmission
 
 # Templates
 def create_template(session: Session, template: Template) -> Template:
diff --git a/app/main.py b/app/main.py
new file mode 100644
index 00000000..3d3bdad8
--- /dev/null
+++ b/app/main.py
@@ -0,0 +1,34 @@
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+
+from app.api.router import api_router
+from app.core import config
+from app.core.errors.handlers import register_exception_handlers
+from app.core.lifespan import lifespan
+from app.core.logging import setup_logging
+
+
+def create_app() -> FastAPI:
+    setup_logging()
+
+    app = FastAPI(
+        title=config.APP_TITLE,
+        version=config.APP_VERSION,
+        lifespan=lifespan,
+    )
+
+    app.add_middleware(
+        CORSMiddleware,
+        allow_origins=config.ALLOWED_ORIGINS,
+        allow_credentials=False,
+        allow_methods=["*"],
+        allow_headers=["*"],
+    )
+
+    register_exception_handlers(app)
+    app.include_router(api_router)
+
+    return app
+
+
+app = create_app()
diff --git a/app/models/__init__.py b/app/models/__init__.py
new file mode 100644
index 00000000..f46e17dc
--- /dev/null
+++ b/app/models/__init__.py
@@ -0,0 +1,5 @@
+"""ORM models. Import from here: `from app.models import Template`."""
+
+from app.models.models import FormSubmission, Template
+
+__all__ = ["Template", "FormSubmission"]
diff --git a/api/db/models.py b/app/models/models.py
similarity index 100%
rename from api/db/models.py
rename to app/models/models.py
diff --git a/app/services/__init__.py b/app/services/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/src/controller.py b/app/services/controller.py
similarity index 87%
rename from src/controller.py
rename to app/services/controller.py
index 0e19290a..49c10e48 100644
--- a/src/controller.py
+++ b/app/services/controller.py
@@ -1,4 +1,4 @@
-from src.file_manipulator import FileManipulator
+from app.services.file_manipulator import FileManipulator
 
 class Controller:
     def __init__(self):
diff --git a/src/file_manipulator.py b/app/services/file_manipulator.py
similarity index 96%
rename from src/file_manipulator.py
rename to app/services/file_manipulator.py
index 8d1f3a0a..357356e2 100644
--- a/src/file_manipulator.py
+++ b/app/services/file_manipulator.py
@@ -1,6 +1,6 @@
 import os
-from src.filler import Filler
-from src.llm import LLM
+from app.services.filler import Filler
+from app.services.llm import LLM
 
 
 class FileManipulator:
diff --git a/src/filler.py b/app/services/filler.py
similarity index 97%
rename from src/filler.py
rename to app/services/filler.py
index 7f738c24..aec97560 100644
--- a/src/filler.py
+++ b/app/services/filler.py
@@ -1,5 +1,5 @@
 from pdfrw import PdfReader, PdfWriter
-from src.llm import LLM
+from app.services.llm import LLM
 from datetime import datetime
 
 
diff --git a/src/inputs/input.txt b/app/services/inputs/input.txt
similarity index 100%
rename from src/inputs/input.txt
rename to app/services/inputs/input.txt
diff --git a/src/llm.py b/app/services/llm.py
similarity index 94%
rename from src/llm.py
rename to app/services/llm.py
index 053b8836..29983182 100644
--- a/src/llm.py
+++ b/app/services/llm.py
@@ -3,6 +3,8 @@
 import requests
 from requests.exceptions import Timeout, RequestException
 
+from app.core.config import OLLAMA_HOST, OLLAMA_MODEL
+
 
 class LLM:
     def __init__(self, transcript_text: str=None, target_fields: list=None, json_dict: dict=None, model: str=None):
@@ -31,9 +33,8 @@ def main_loop(self):
         total_fields = len(self._target_fields)
         for i, (field, field_type) in enumerate(self._target_fields.items(), 1):
             prompt = self.build_prompt(field, field_type if isinstance(field_type, str) else "string")
-            ollama_host = os.getenv("OLLAMA_HOST", "http://localhost:11434").rstrip("/")
-            ollama_url = f"{ollama_host}/api/generate"
-            ollama_model = self._model or os.getenv("OLLAMA_MODEL", "qwen2.5:1.5b")
+            ollama_url = f"{OLLAMA_HOST}/api/generate"
+            ollama_model = self._model or OLLAMA_MODEL
 
             payload = {
                 "model": ollama_model,
diff --git a/src/outputs/test_output_1.json b/app/services/outputs/test_output_1.json
similarity index 100%
rename from src/outputs/test_output_1.json
rename to app/services/outputs/test_output_1.json
diff --git a/src/prompt.txt b/app/services/prompt.txt
similarity index 100%
rename from src/prompt.txt
rename to app/services/prompt.txt
diff --git a/src/test/example_template.json b/app/services/test/example_template.json
similarity index 100%
rename from src/test/example_template.json
rename to app/services/test/example_template.json
diff --git a/src/test/test_output_1.json b/app/services/test/test_output_1.json
similarity index 100%
rename from src/test/test_output_1.json
rename to app/services/test/test_output_1.json
diff --git a/examples/pipeline_demo.py b/examples/pipeline_demo.py
new file mode 100644
index 00000000..dbad305c
--- /dev/null
+++ b/examples/pipeline_demo.py
@@ -0,0 +1,27 @@
+"""Manual, end-to-end demo of the fill pipeline (not part of the package).
+
+Run from the repo root with a real PDF path. This is a developer convenience
+for exercising the services layer without the API; it is not imported anywhere.
+"""
+
+from commonforms import prepare_form
+from pypdf import PdfReader
+
+from app.services.controller import Controller
+
+if __name__ == "__main__":
+    file = "./data/inputs/file.pdf"  # update to a real input PDF
+    user_input = (
+        "Hi. The employee's name is John Doe. His job title is managing director. "
+        "His department supervisor is Jane Doe. His phone number is 123456. "
+        "His email is jdoe@ucsc.edu. The signature is <Mamanema>, and the date is 01/02/2005"
+    )
+    prepared_pdf = "temp_outfile.pdf"
+    prepare_form(file, prepared_pdf)
+
+    reader = PdfReader(prepared_pdf)
+    fields = reader.get_fields()
+    num_fields = len(fields) if fields else 0
+
+    controller = Controller()
+    controller.fill_form(user_input, fields, file)
diff --git a/src/main.py b/src/main.py
deleted file mode 100644
index 630d262a..00000000
--- a/src/main.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import os
-os.environ["CUDA_VISIBLE_DEVICES"] = ""
-
-# Monkey patch rfdetr to force CPU usage on Mac Silicon / Docker
-try:
-    import rfdetr.detr
-    original_ensure = rfdetr.detr._ensure_model_on_device
-    def patched_ensure(model_ctx):
-        model_ctx.device = "cpu"
-        original_ensure(model_ctx)
-    rfdetr.detr._ensure_model_on_device = patched_ensure
-except ImportError:
-    pass
-
-from commonforms import prepare_form
-from pypdf import PdfReader
-from controller import Controller
-
-if __name__ == "__main__":
-    file = "./src/inputs/file.pdf"
-    user_input = "Hi. The employee's name is John Doe. His job title is managing director. His department supervisor is Jane Doe. His phone number is 123456. His email is jdoe@ucsc.edu. The signature is <Mamañema>, and the date is 01/02/2005"
-    fields = [
-        "Employee's name",
-        "Employee's job title",
-        "Employee's department supervisor",
-        "Employee's phone number",
-        "Employee's email",
-        "Signature",
-        "Date",
-    ]
-    prepared_pdf = "temp_outfile.pdf"
-    prepare_form(file, prepared_pdf)
-
-    reader = PdfReader(prepared_pdf)
-    fields = reader.get_fields()
-    if fields:
-        num_fields = len(fields)
-    else:
-        num_fields = 0
-
-    controller = Controller()
-    controller.fill_form(user_input, fields, file)
diff --git a/tests/conftest.py b/tests/conftest.py
index 5f1eb3fa..56dea60d 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -12,9 +12,9 @@
 from sqlalchemy.pool import StaticPool
 from sqlmodel import SQLModel, Session, create_engine
 
-from api.main import app
-from api.deps import get_db
-from api.db.models import Template, FormSubmission  # noqa: F401 — registers tables
+from app.main import app
+from app.api.deps import get_db
+from app.models import Template, FormSubmission  # noqa: F401 — registers tables
 
 # ---------------------------------------------------------------------------
 # In-memory database
@@ -85,8 +85,8 @@ def pdf_upload(pdf_bytes):
 @pytest.fixture
 def mock_controller():
     """Patch Controller so create_template / fill_form don't touch the FS or LLM."""
-    with patch("api.routes.templates.Controller") as tpl_cls, \
-         patch("api.routes.forms.Controller") as form_cls:
+    with patch("app.api.routes.templates.Controller") as tpl_cls, \
+         patch("app.api.routes.forms.Controller") as form_cls:
         tpl_instance = MagicMock()
         tpl_instance.create_template.return_value = "src/inputs/test_template.pdf"
         tpl_cls.return_value = tpl_instance
diff --git a/tests/test_api.py b/tests/test_api.py
index 89a9b25a..66696b94 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -7,7 +7,7 @@
 import pytest
 from sqlmodel import select
 
-from api.db.models import Template, FormSubmission
+from app.models import Template, FormSubmission
 
 
 # ═══════════════════════════════════════════════════════════════════════════
diff --git a/src/test/test_model.py b/tests/test_model.py
similarity index 100%
rename from src/test/test_model.py
rename to tests/test_model.py

From f4ee6fe909c6a0c45b9e17f9938cdf6a611b169f Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sat, 30 May 2026 23:34:39 +0530
Subject: [PATCH 02/85] Updated the change of code structure layer in docker,
 makefile and workflows

---
 .github/workflows/release.yml | 2 +-
 Dockerfile                    | 4 ++--
 Makefile                      | 4 +---
 docker-compose.yml            | 2 +-
 4 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index d6d1f835..9ddeaf3e 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -43,7 +43,7 @@ jobs:
         working-directory: .
         shell: bash
         run: |
-          pyinstaller --name api-backend --onefile api/main.py
+          pyinstaller --name api-backend --onefile app/main.py
           mkdir -p frontend/bin
           cp dist/api-backend* frontend/bin/
 
diff --git a/Dockerfile b/Dockerfile
index 282eb251..b7b00cef 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -18,11 +18,11 @@ RUN pip install --no-cache-dir -r requirements.txt
 # Copy application code
 COPY . .
 
-# All imports use api.*, src.* which require the root to be on the path
+# All imports use the app.* package, which requires the root on the path
 ENV PYTHONPATH=/app
 
 # Expose FastAPI port
 EXPOSE 8000
 
 # Start the FastAPI server (not tail -f /dev/null which does nothing)
-CMD ["uvicorn", "api.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
diff --git a/Makefile b/Makefile
index 026a721a..3f155338 100644
--- a/Makefile
+++ b/Makefile
@@ -67,10 +67,8 @@ shell:
 
 # Start the FastAPI server inside the running container
 run:
-	docker compose exec app uvicorn api.main:app --host 0.0.0.0 --port 8000 --reload
+	docker compose exec app uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
 
-exec:
-	docker compose exec app python3 src/main.py
 
 pull-model:
 	docker compose exec ollama ollama pull $(OLLAMA_MODEL)
diff --git a/docker-compose.yml b/docker-compose.yml
index a9e8e6ed..45ad0341 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -49,7 +49,7 @@ services:
         condition: service_healthy
       whisper:
         condition: service_started
-    command: /bin/sh -c "python3 -m api.db.init_db && python3 -m uvicorn api.main:app --host 0.0.0.0 --port 8000"
+    command: /bin/sh -c "python3 -m app.db.init_db && python3 -m uvicorn app.main:app --host 0.0.0.0 --port 8000"
     volumes:
       - .:/app
       # Persist the SQLite DB (~/.fireform) across container rebuilds so created

From e260df9e86dc2d1502c8872830e8515a47cbf07d Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 2 Jun 2026 23:59:24 +0530
Subject: [PATCH 03/85] fix: lint target src/ -> app/ and remove stale electron
 release workflow

---
 .github/workflows/lint.yml    |  2 +-
 .github/workflows/release.yml | 59 -----------------------------------
 2 files changed, 1 insertion(+), 60 deletions(-)
 delete mode 100644 .github/workflows/release.yml

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 93d41fbb..1652a2b7 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -26,4 +26,4 @@ jobs:
 
       - name: Run linter
         run: |
-          ruff check src/ --output-format=github
\ No newline at end of file
+          ruff check app/ --output-format=github
\ No newline at end of file
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
deleted file mode 100644
index 9ddeaf3e..00000000
--- a/.github/workflows/release.yml
+++ /dev/null
@@ -1,59 +0,0 @@
-name: Release Electron App
-
-on:
-  push:
-    tags: ["v*"]
-
-jobs:
-  build:
-    strategy:
-      matrix:
-        os: [macos-latest, ubuntu-latest, windows-latest]
-    runs-on: ${{ matrix.os }}
-    defaults:
-      run:
-        working-directory: frontend
-
-    permissions:
-      contents: write
-
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-
-      - name: Install Python dependencies
-        working-directory: .
-        shell: bash
-        run: |
-          python -m pip install --upgrade pip
-          if [ "$RUNNER_OS" == "macOS" ]; then
-            pip install pyinstaller
-            pip install -r requirements.txt
-          else
-            pip install torch --index-url https://download.pytorch.org/whl/cpu
-            pip install pyinstaller
-            pip install -r requirements.txt
-          fi
-
-      - name: Build Python backend with PyInstaller
-        working-directory: .
-        shell: bash
-        run: |
-          pyinstaller --name api-backend --onefile app/main.py
-          mkdir -p frontend/bin
-          cp dist/api-backend* frontend/bin/
-
-      - uses: actions/setup-node@v4
-        with:
-          node-version: 20
-
-      - run: npm ci
-
-      - name: Build & publish
-        run: npx electron-builder --publish always
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}

From fa7188f2d048f97fc30e2f8d41919887e5440d3a Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Wed, 3 Jun 2026 00:05:22 +0530
Subject: [PATCH 04/85] fix: explicit re-export of templates and forms in
 routes __init__. Fixes lint errors

---
 app/api/routes/__init__.py | 2 ++
 app/api/schemas/common.py  | 2 +-
 tests/test_api.py          | 1 -
 3 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/app/api/routes/__init__.py b/app/api/routes/__init__.py
index e8fe8f45..2264aee0 100644
--- a/app/api/routes/__init__.py
+++ b/app/api/routes/__init__.py
@@ -1 +1,3 @@
 from . import templates, forms
+
+__all__ = ["templates", "forms"]
diff --git a/app/api/schemas/common.py b/app/api/schemas/common.py
index 578cd2c0..8d20a24b 100644
--- a/app/api/schemas/common.py
+++ b/app/api/schemas/common.py
@@ -1,5 +1,5 @@
 from pydantic import BaseModel
-from typing import Any, Optional
+from typing import Any
 
 class SuccessResponse(BaseModel):
     success: bool = True
diff --git a/tests/test_api.py b/tests/test_api.py
index 66696b94..33b2c620 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -4,7 +4,6 @@
 All heavy dependencies (LLM, commonforms, filesystem) are mocked via conftest.
 """
 
-import pytest
 from sqlmodel import select
 
 from app.models import Template, FormSubmission

From 93a5b3ac1630e1cc66664ae9eee58886bd438e69 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Wed, 3 Jun 2026 00:16:29 +0530
Subject: [PATCH 05/85] chore: remove frontend directory, as it's migrated to
 fireform-frontend repo

---
 frontend/app.js            | 1362 ------------
 frontend/electron.js       |   64 -
 frontend/index.html        |  165 --
 frontend/package-lock.json | 4025 ------------------------------------
 frontend/package.json      |   44 -
 frontend/preload.js        |    3 -
 frontend/styles.css        |  658 ------
 7 files changed, 6321 deletions(-)
 delete mode 100644 frontend/app.js
 delete mode 100644 frontend/electron.js
 delete mode 100644 frontend/index.html
 delete mode 100644 frontend/package-lock.json
 delete mode 100644 frontend/package.json
 delete mode 100644 frontend/preload.js
 delete mode 100644 frontend/styles.css

diff --git a/frontend/app.js b/frontend/app.js
deleted file mode 100644
index 4fd15ad5..00000000
--- a/frontend/app.js
+++ /dev/null
@@ -1,1362 +0,0 @@
-const STORAGE_TEMPLATES_KEY = "fireform.templates.v1";
-const STORAGE_LAST_OUTPUT_KEY = "fireform.lastOutputPath.v1";
-// Where uploaded template PDFs are copied. Fixed for now; longer term this
-// should be user-configurable behind a Settings button (see note below).
-const DEFAULT_TEMPLATE_DIRECTORY = "src/inputs";
-const API_BASE_URL = "http://127.0.0.1:8000";
-
-// UI label <-> stored type-string mapping. The stored values stay backward
-// compatible with the existing default "string" type.
-const FIELD_TYPES = [
-  { label: "Text", value: "string" },
-  { label: "Long Text", value: "long_text" },
-  { label: "Number", value: "number" },
-  { label: "Date", value: "date" },
-  { label: "Time", value: "time" },
-  { label: "Email", value: "email" },
-  { label: "Phone", value: "phone" },
-  { label: "Signature", value: "signature" },
-  { label: "Checkbox", value: "checkbox" },
-  { label: "List", value: "list" },
-];
-const TYPE_VALUE_TO_LABEL = Object.fromEntries(FIELD_TYPES.map((t) => [t.value, t.label]));
-const DEFAULT_FIELD_ROWS = [{ name: "", type: "string" }];
-
-const elements = {
-  tabs: Array.from(document.querySelectorAll(".tab")),
-  panels: Array.from(document.querySelectorAll(".panel")),
-  templateForm: document.getElementById("templateForm"),
-  templateName: document.getElementById("templateName"),
-  templatePdfFile: document.getElementById("templatePdfFile"),
-  pdfDropZone: document.getElementById("pdfDropZone"),
-  selectedFileMeta: document.getElementById("selectedFileMeta"),
-  changePdfBtn: document.getElementById("changePdfBtn"),
-  makeFillableBtn: document.getElementById("makeFillableBtn"),
-  makeFillableHelpBtn: document.getElementById("makeFillableHelpBtn"),
-  makeFillableHelp: document.getElementById("makeFillableHelp"),
-  fieldsBuilder: document.getElementById("fieldsBuilder"),
-  fieldCountBadge: document.getElementById("fieldCountBadge"),
-  addFieldBtn: document.getElementById("addFieldBtn"),
-  templateFormMessage: document.getElementById("templateFormMessage"),
-  templateFormResponse: document.getElementById("templateFormResponse"),
-  fillForm: document.getElementById("fillForm"),
-  fillModel: document.getElementById("fillModel"),
-  fillTemplateTiles: document.getElementById("fillTemplateTiles"),
-  fillSelectionHint: document.getElementById("fillSelectionHint"),
-  fillSubmitBtn: document.getElementById("fillSubmitBtn"),
-  inputText: document.getElementById("inputText"),
-  sttControls: document.getElementById("sttControls"),
-  sttRecordBtn: document.getElementById("sttRecordBtn"),
-  sttPauseBtn: document.getElementById("sttPauseBtn"),
-  sttStopBtn: document.getElementById("sttStopBtn"),
-  sttStatus: document.getElementById("sttStatus"),
-  fillFormMessage: document.getElementById("fillFormMessage"),
-  fillFormResponse: document.getElementById("fillFormResponse"),
-  templatesEmpty: document.getElementById("templatesEmpty"),
-  templatesList: document.getElementById("templatesList"),
-  localPdfFile: document.getElementById("localPdfFile"),
-  serverPdfPath: document.getElementById("serverPdfPath"),
-  previewPathBtn: document.getElementById("previewPathBtn"),
-  previewStatus: document.getElementById("previewStatus"),
-  pdfFrame: document.getElementById("pdfFrame"),
-};
-
-let templates = loadTemplates();
-let activeObjectUrl = null;
-let selectedTemplateFile = null;
-// Field rows are scratch state for building one template — they start empty
-// each session and are not persisted.
-let fieldRows = DEFAULT_FIELD_ROWS.map((row) => ({ ...row }));
-let dragSourceIndex = null;
-let uploadedPath = null;
-let uploadedFieldCount = null;
-// Template ids currently selected in the Fill Form tab (multi-select).
-let selectedFillIds = new Set();
-
-// Speech-to-text recording state. The MediaRecorder captures compressed audio
-// in the renderer; on stop we POST it straight to /forms/transcribe (the local
-// Whisper service handles decoding).
-let mediaRecorder = null;
-let recordedChunks = [];
-let recordingStream = null;
-
-waitForBackend().then(initialize);
-
-async function waitForBackend() {
-  const loadingScreen = document.getElementById("loadingScreen");
-  let isReady = false;
-  
-  while (!isReady) {
-    try {
-      const response = await fetch(`${API_BASE_URL}/templates`);
-      if (response.ok) {
-        isReady = true;
-      }
-    } catch (e) {
-      // Ignore error and try again
-    }
-    
-    if (!isReady) {
-      await new Promise(r => setTimeout(r, 500));
-    }
-  }
-  
-  if (loadingScreen) {
-    loadingScreen.classList.add("hidden");
-  }
-}
-
-async function initialize() {
-  bindEvents();
-  renderFieldRows();
-  renderTemplates();
-  renderFillTemplates();
-  restorePreviewState();
-  updateSelectedFileMeta();
-  loadModels();
-  await refreshTemplatesFromApi();
-}
-
-function bindEvents() {
-  elements.tabs.forEach((tab) => {
-    tab.addEventListener("click", () => activateSection(tab.dataset.target));
-  });
-
-  elements.templateForm.addEventListener("submit", handleTemplateSubmit);
-  elements.templatePdfFile.addEventListener("change", handleTemplateFileInput);
-  elements.pdfDropZone.addEventListener("click", () => elements.templatePdfFile.click());
-  elements.pdfDropZone.addEventListener("keydown", handleDropZoneKeyDown);
-  elements.changePdfBtn.addEventListener("click", () => elements.templatePdfFile.click());
-  elements.addFieldBtn.addEventListener("click", handleAddFieldClick);
-  elements.makeFillableBtn.addEventListener("click", handleMakeFillableClick);
-  elements.makeFillableHelpBtn.addEventListener("click", toggleMakeFillableHelp);
-  bindDropZoneDragEvents();
-  elements.fillForm.addEventListener("submit", handleFillSubmit);
-  elements.fillTemplateTiles.addEventListener("click", handleTileClick);
-  elements.fillTemplateTiles.addEventListener("keydown", handleTileKeydown);
-  elements.sttRecordBtn.addEventListener("click", startRecording);
-  elements.sttPauseBtn.addEventListener("click", togglePauseRecording);
-  elements.sttStopBtn.addEventListener("click", stopRecording);
-  elements.templatesList.addEventListener("click", handleTemplateActionClick);
-  elements.localPdfFile.addEventListener("change", handleLocalFilePreview);
-  elements.previewPathBtn.addEventListener("click", () =>
-    previewFromPath(elements.serverPdfPath.value, { switchToPreview: true })
-  );
-}
-
-function activateSection(targetId) {
-  switchSection(targetId);
-}
-
-async function refreshTemplatesFromApi() {
-  try {
-    const response = await fetch(`${API_BASE_URL}/templates`);
-    const body = await parseJsonResponse(response);
-    if (!response.ok) {
-      throw new Error(extractErrorMessage(body, response.status));
-    }
-
-    if (Array.isArray(body)) {
-      templates = body.map((template) => ({
-        id: template.id,
-        name: template.name || "",
-        pdf_path: template.pdf_path || "",
-        fields: template.fields || {},
-      }));
-      saveTemplates();
-      // Drop selections for templates that no longer exist.
-      const liveIds = new Set(templates.map((t) => Number(t.id)));
-      selectedFillIds.forEach((id) => { if (!liveIds.has(id)) selectedFillIds.delete(id); });
-      renderTemplates();
-      renderFillTemplates();
-    }
-  } catch (error) {
-    setStatus(
-      elements.templateFormMessage,
-      `Could not refresh templates from API: ${error.message}`,
-      "error"
-    );
-  }
-}
-
-function bindDropZoneDragEvents() {
-  ["dragenter", "dragover"].forEach((eventName) => {
-    elements.pdfDropZone.addEventListener(eventName, (event) => {
-      event.preventDefault();
-      event.stopPropagation();
-      elements.pdfDropZone.classList.add("active");
-    });
-  });
-
-  ["dragleave", "dragend", "drop"].forEach((eventName) => {
-    elements.pdfDropZone.addEventListener(eventName, (event) => {
-      event.preventDefault();
-      event.stopPropagation();
-      elements.pdfDropZone.classList.remove("active");
-    });
-  });
-
-  elements.pdfDropZone.addEventListener("drop", (event) => {
-    const file = event.dataTransfer?.files?.[0];
-    setSelectedTemplateFile(file);
-  });
-}
-
-function handleDropZoneKeyDown(event) {
-  if (event.key === "Enter" || event.key === " ") {
-    event.preventDefault();
-    elements.templatePdfFile.click();
-  }
-}
-
-function handleTemplateFileInput(event) {
-  const file = event.target.files && event.target.files[0];
-  setSelectedTemplateFile(file);
-}
-
-function setSelectedTemplateFile(file) {
-  if (!file) {
-    return;
-  }
-
-  if (!isPdfFile(file)) {
-    selectedTemplateFile = null;
-    uploadedPath = null;
-    uploadedFieldCount = null;
-    setMakeFillableButtonState();
-    renderFieldCountBadge();
-    setStatus(elements.templateFormMessage, "Please select a PDF file.", "error");
-    updateSelectedFileMeta();
-    return;
-  }
-
-  selectedTemplateFile = file;
-  uploadedPath = null;
-  uploadedFieldCount = null;
-  setMakeFillableButtonState();
-  renderFieldCountBadge();
-  clearJson(elements.templateFormResponse);
-  setStatus(elements.templateFormMessage, "");
-  updateSelectedFileMeta();
-  // Eager upload so the user gets a live field-count comparison while building rows.
-  uploadSelectedFileSilently();
-}
-
-async function uploadSelectedFileSilently() {
-  if (!selectedTemplateFile) return;
-  const directory = DEFAULT_TEMPLATE_DIRECTORY;
-
-  const fileAtUploadStart = selectedTemplateFile;
-  try {
-    const upload = await uploadTemplatePdf(fileAtUploadStart, directory);
-    // Guard against the user picking a different file mid-upload.
-    if (fileAtUploadStart !== selectedTemplateFile) return;
-    uploadedPath = upload.pdf_path;
-    uploadedFieldCount =
-      typeof upload.field_count === "number" ? upload.field_count : null;
-    maybeSeedFieldRows(upload.fields);
-    renderFieldCountBadge();
-  } catch (_error) {
-    // Silent failure — the explicit Create / Make Fillable paths surface errors.
-  }
-}
-
-// Auto-add a row per field the PDF already defines — same as clicking "+ Add
-// Field" for each — filling in its description and type so the user can edit.
-// If the list already has rows the user typed, warn before replacing them.
-function maybeSeedFieldRows(fields) {
-  if (!Array.isArray(fields) || !fields.length) return;
-  syncFieldRowsFromDom();
-
-  if (fieldRows.some((row) => row.name.trim())) {
-    const replace = window.confirm(
-      `This PDF has ${fields.length} fillable field${fields.length === 1 ? "" : "s"}.\n\n` +
-        "Replace your current form fields with them? Your existing entries will be lost."
-    );
-    if (!replace) {
-      setStatus(elements.templateFormMessage, "Kept your existing form fields.", "info");
-      return;
-    }
-  }
-
-  fieldRows = fields.map((f) => ({
-    name: f.description || f.name || "",
-    type: normalizeFieldType(f.type),
-  }));
-  renderFieldRows();
-  setStatus(
-    elements.templateFormMessage,
-    `Loaded ${fieldRows.length} field${fieldRows.length === 1 ? "" : "s"} from the PDF — edit the descriptions as needed.`,
-    "info"
-  );
-}
-
-function setMakeFillableButtonState() {
-  if (!elements.makeFillableBtn) return;
-  elements.makeFillableBtn.disabled = !selectedTemplateFile;
-  elements.makeFillableBtn.textContent = "Make this PDF fillable";
-}
-
-function renderFieldCountBadge() {
-  const badge = elements.fieldCountBadge;
-  if (!badge) return;
-
-  if (!selectedTemplateFile || uploadedFieldCount === null) {
-    badge.classList.add("hidden");
-    badge.classList.remove("match", "mismatch");
-    badge.textContent = "";
-    return;
-  }
-
-  const expected = uploadedFieldCount;
-  const actual = fieldRows.length;
-  const noun = (n) => `${n} fillable field${n === 1 ? "" : "s"}`;
-  const rowNoun = (n) => `${n} row${n === 1 ? "" : "s"}`;
-
-  badge.classList.remove("hidden", "match", "mismatch");
-  if (expected === actual) {
-    badge.classList.add("match");
-    badge.textContent = `PDF has ${noun(expected)} — your ${rowNoun(actual)} match.`;
-  } else {
-    badge.classList.add("mismatch");
-    badge.textContent = `PDF has ${noun(expected)} — you have ${rowNoun(actual)}.`;
-  }
-}
-
-function isPdfFile(file) {
-  const name = String(file?.name || "").toLowerCase();
-  return name.endsWith(".pdf");
-}
-
-function updateSelectedFileMeta() {
-  // Once a file is chosen, swap the drop zone for a compact "change" control.
-  const hasFile = !!selectedTemplateFile;
-  elements.pdfDropZone.classList.toggle("hidden", hasFile);
-  elements.changePdfBtn.classList.toggle("hidden", !hasFile);
-
-  if (!hasFile) {
-    elements.selectedFileMeta.textContent = "No PDF selected.";
-    return;
-  }
-
-  const destinationPath = `${DEFAULT_TEMPLATE_DIRECTORY}/${selectedTemplateFile.name}`;
-
-  elements.selectedFileMeta.textContent = `Selected: ${selectedTemplateFile.name} (${formatBytes(
-    selectedTemplateFile.size
-  )}) - destination: ${destinationPath}`;
-}
-
-function formatBytes(bytes) {
-  if (!Number.isFinite(bytes) || bytes <= 0) {
-    return "0 B";
-  }
-
-  const units = ["B", "KB", "MB", "GB"];
-  let value = bytes;
-  let unitIndex = 0;
-
-  while (value >= 1024 && unitIndex < units.length - 1) {
-    value /= 1024;
-    unitIndex += 1;
-  }
-
-  return `${value.toFixed(value >= 10 || unitIndex === 0 ? 0 : 1)} ${units[unitIndex]}`;
-}
-
-function switchSection(targetId) {
-  elements.panels.forEach((panel) => {
-    panel.classList.toggle("hidden", panel.id !== targetId);
-  });
-  elements.tabs.forEach((tab) => {
-    tab.classList.toggle("active", tab.dataset.target === targetId);
-  });
-}
-
-function setStatus(target, message, type = "info") {
-  target.textContent = message || "";
-  target.className = "status";
-  if (type) {
-    target.classList.add(type);
-  }
-}
-
-function showJson(preElement, payload) {
-  preElement.textContent = JSON.stringify(payload, null, 2);
-  preElement.classList.remove("hidden");
-}
-
-function clearJson(preElement) {
-  preElement.textContent = "";
-  preElement.classList.add("hidden");
-}
-
-function collectFieldRows() {
-  syncFieldRowsFromDom();
-
-  if (fieldRows.length === 0) {
-    return { error: "Add at least one field before creating the template." };
-  }
-
-  const dict = {};
-  const seen = new Set();
-  for (const row of fieldRows) {
-    const name = row.name.trim();
-    if (!name) {
-      return { error: "Every field needs a name." };
-    }
-    const key = name.toLowerCase();
-    if (seen.has(key)) {
-      return { error: `Field names must be unique ("${name}" appears more than once).` };
-    }
-    seen.add(key);
-    dict[name] = row.type || "string";
-  }
-  return { value: dict };
-}
-
-async function handleTemplateSubmit(event) {
-  event.preventDefault();
-  clearJson(elements.templateFormResponse);
-  setStatus(elements.templateFormMessage, "");
-
-  const name = elements.templateName.value.trim();
-  const templateDirectory = DEFAULT_TEMPLATE_DIRECTORY;
-  const collected = collectFieldRows();
-
-  if (!name || !selectedTemplateFile) {
-    setStatus(
-      elements.templateFormMessage,
-      "Name and PDF file are required.",
-      "error"
-    );
-    return;
-  }
-
-  if (collected.error) {
-    setStatus(elements.templateFormMessage, collected.error, "error");
-    return;
-  }
-
-  try {
-    let activePdfPath = uploadedPath;
-    if (!activePdfPath) {
-      setStatus(elements.templateFormMessage, "Copying PDF into project directory...", "info");
-      const upload = await uploadTemplatePdf(selectedTemplateFile, templateDirectory);
-      activePdfPath = upload.pdf_path;
-      uploadedPath = upload.pdf_path;
-    }
-
-    const payload = {
-      name,
-      pdf_path: activePdfPath,
-      fields: collected.value,
-    };
-
-    setStatus(elements.templateFormMessage, "Creating template...", "info");
-    const response = await fetch(`${API_BASE_URL}/templates/create`, {
-      method: "POST",
-      headers: { "Content-Type": "application/json" },
-      body: JSON.stringify(payload),
-    });
-
-    const body = await parseJsonResponse(response);
-    if (!response.ok) {
-      throw new Error(extractErrorMessage(body, response.status));
-    }
-
-    upsertTemplate(body);
-    if (body.id != null) {
-      selectedFillIds.add(Number(body.id));
-    }
-    await refreshTemplatesFromApi();
-    elements.serverPdfPath.value = body.pdf_path || "";
-
-    const expected = body.field_count;
-    const actual = Object.keys(collected.value).length;
-    let mismatchNote = "";
-    let statusLevel = "success";
-    if (typeof expected === "number" && expected !== actual) {
-      mismatchNote = ` Heads up — the PDF has ${expected} fillable field${expected === 1 ? "" : "s"}, but you added ${actual} row${actual === 1 ? "" : "s"}. Fills may be incomplete or misaligned.`;
-      statusLevel = "error";
-    }
-
-    setStatus(
-      elements.templateFormMessage,
-      `Template created (id: ${body.id}). PDF saved at ${activePdfPath}.${mismatchNote}`,
-      statusLevel
-    );
-    showJson(elements.templateFormResponse, body);
-    uploadedPath = null;
-    uploadedFieldCount = null;
-    setMakeFillableButtonState();
-    renderFieldCountBadge();
-  } catch (error) {
-    setStatus(elements.templateFormMessage, error.message, "error");
-  }
-}
-
-async function uploadTemplatePdf(file, directory) {
-  const formData = new FormData();
-  formData.append("file", file, file.name);
-  formData.append("directory", directory);
-
-  const response = await fetch(`${API_BASE_URL}/templates/upload`, {
-    method: "POST",
-    body: formData,
-  });
-
-  const body = await parseJsonResponse(response);
-  if (!response.ok) {
-    throw new Error(extractErrorMessage(body, response.status));
-  }
-
-  return body;
-}
-
-// ───────────────────────── Fill Form: model + template tiles ──────────────
-
-// "1 field" / "3 forms" — keeps the count-and-label logic in one place.
-function pluralize(count, noun) {
-  return `${count} ${noun}${count === 1 ? "" : "s"}`;
-}
-
-// Look up a template by id (ids may arrive as strings from dataset attributes).
-function findTemplate(id) {
-  return templates.find((template) => Number(template.id) === Number(id));
-}
-
-// Populate the model picker from the local Ollama models the API reports.
-async function loadModels() {
-  const select = elements.fillModel;
-  try {
-    const response = await fetch(`${API_BASE_URL}/forms/models`);
-    const body = await parseJsonResponse(response);
-    if (!response.ok) {
-      throw new Error(extractErrorMessage(body, response.status));
-    }
-
-    select.innerHTML = "";
-    const models = body.models || [];
-    models.forEach((name) => {
-      const isDefault = name === body.default;
-      const option = document.createElement("option");
-      option.value = name;
-      option.textContent = isDefault ? `${name} (default)` : name;
-      option.selected = isDefault;
-      select.append(option);
-    });
-  } catch (_error) {
-    // Ollama unreachable — leave one placeholder so the picker isn't empty.
-    if (!select.options.length) {
-      const option = document.createElement("option");
-      option.value = "";
-      option.textContent = "(default model)";
-      select.append(option);
-    }
-  }
-}
-
-// Build one selectable tile. Whether it's selected is shown purely through the
-// tile's highlighted styling (.selected) — there's no separate checkbox.
-function createTemplateTile(template) {
-  const id = Number(template.id);
-  const selected = selectedFillIds.has(id);
-
-  const tile = document.createElement("div");
-  tile.className = selected ? "template-tile selected" : "template-tile";
-  tile.dataset.templateId = String(id);
-  // Behaves like a toggle button for keyboard and screen-reader users.
-  tile.setAttribute("role", "button");
-  tile.setAttribute("tabindex", "0");
-  tile.setAttribute("aria-pressed", String(selected));
-
-  const title = document.createElement("span");
-  title.className = "tile-title";
-  title.textContent = template.name || "Untitled";
-
-  const fieldCount = template.fields ? Object.keys(template.fields).length : 0;
-  const meta = document.createElement("span");
-  meta.className = "tile-meta";
-  meta.textContent = pluralize(fieldCount, "field");
-
-  const body = document.createElement("div");
-  body.className = "tile-body";
-  body.append(title, meta);
-
-  // Preview must not toggle selection, so it carries its own id and the click
-  // handler stops the event from bubbling up to the tile.
-  const previewButton = document.createElement("button");
-  previewButton.type = "button";
-  previewButton.className = "tile-preview-btn";
-  previewButton.dataset.previewId = String(id);
-  previewButton.textContent = "Preview";
-
-  tile.append(body, previewButton);
-  return tile;
-}
-
-function renderFillTemplates() {
-  const container = elements.fillTemplateTiles;
-  container.innerHTML = "";
-
-  if (!templates.length) {
-    const empty = document.createElement("p");
-    empty.className = "empty-state";
-    empty.textContent = "No templates yet — create one in the Create Template tab.";
-    container.append(empty);
-    updateFillButtonState();
-    return;
-  }
-
-  templates.forEach((template) => container.append(createTemplateTile(template)));
-  updateFillButtonState();
-}
-
-function handleTileClick(event) {
-  // A click on the Preview button previews the PDF without toggling selection.
-  const previewButton = event.target.closest(".tile-preview-btn");
-  if (previewButton) {
-    event.stopPropagation();
-    const template = findTemplate(previewButton.dataset.previewId);
-    if (template) {
-      elements.serverPdfPath.value = template.pdf_path || "";
-      previewFromPath(template.pdf_path || "", { switchToPreview: true });
-    }
-    return;
-  }
-
-  // A click anywhere else on the tile toggles it on/off for filling.
-  const tile = event.target.closest(".template-tile");
-  if (tile) {
-    toggleFillSelection(Number(tile.dataset.templateId));
-  }
-}
-
-function handleTileKeydown(event) {
-  // Enter/Space activate the focused tile, matching its role="button".
-  if (event.key !== "Enter" && event.key !== " ") {
-    return;
-  }
-  const tile = event.target.closest(".template-tile");
-  if (tile) {
-    event.preventDefault();
-    toggleFillSelection(Number(tile.dataset.templateId));
-  }
-}
-
-function toggleFillSelection(id) {
-  if (selectedFillIds.has(id)) {
-    selectedFillIds.delete(id);
-  } else {
-    selectedFillIds.add(id);
-  }
-  renderFillTemplates();
-}
-
-function updateFillButtonState() {
-  const count = selectedFillIds.size;
-  const nothingSelected = count === 0;
-
-  // Greyed out (but still clickable) until at least one form is chosen.
-  elements.fillSubmitBtn.classList.toggle("is-disabled", nothingSelected);
-  elements.fillSubmitBtn.textContent = count > 1 ? `Fill ${count} Forms` : "Fill Form";
-
-  elements.fillSelectionHint.classList.remove("error");
-  elements.fillSelectionHint.textContent = nothingSelected
-    ? "Select one or more forms to fill."
-    : `${pluralize(count, "form")} selected.`;
-}
-
-// A human-readable label for a template, used in the success/error summary.
-function templateLabel(id) {
-  const template = findTemplate(id);
-  return template && template.name ? template.name : `id ${id}`;
-}
-
-// Fill a single template and return its submission. Throws on failure so the
-// caller can note which form failed and still continue with the others.
-async function fillOneTemplate(id, inputText, model) {
-  const response = await fetch(`${API_BASE_URL}/forms/fill`, {
-    method: "POST",
-    headers: { "Content-Type": "application/json" },
-    body: JSON.stringify({ template_id: id, input_text: inputText, model }),
-  });
-  const body = await parseJsonResponse(response);
-  if (!response.ok) {
-    throw new Error(extractErrorMessage(body, response.status));
-  }
-  return body;
-}
-
-// Summarize "N filled, M failed" into the status line, choosing the right tone:
-// all-good = success, some failed but some worked = info, nothing worked = error.
-function reportFillOutcome(results, errors) {
-  const parts = [];
-  if (results.length) parts.push(`${results.length} filled`);
-  if (errors.length) parts.push(`${errors.length} failed`);
-
-  let level = "success";
-  if (errors.length) {
-    level = results.length ? "info" : "error";
-  }
-
-  const detail = errors.length ? ` ${errors.join("; ")}` : "";
-  setStatus(elements.fillFormMessage, `${parts.join(", ")}.${detail}`, level);
-}
-
-async function handleFillSubmit(event) {
-  event.preventDefault();
-  clearJson(elements.fillFormResponse);
-  setStatus(elements.fillFormMessage, "");
-
-  const ids = Array.from(selectedFillIds);
-  if (!ids.length) {
-    // The button looks disabled but stays clickable, so prompt the user here.
-    elements.fillSelectionHint.classList.add("error");
-    elements.fillSelectionHint.textContent = "Select at least one form to fill.";
-    setStatus(elements.fillFormMessage, "Select at least one form to fill.", "error");
-    return;
-  }
-
-  const inputText = elements.inputText.value.trim();
-  if (!inputText) {
-    setStatus(elements.fillFormMessage, "Input text is required.", "error");
-    return;
-  }
-
-  // An empty picker value means "let the server use its default model".
-  const model = elements.fillModel.value || undefined;
-  setStatus(elements.fillFormMessage, `Filling ${pluralize(ids.length, "form")}…`, "info");
-
-  // Fill each selected form independently so one failure doesn't stop the rest.
-  const results = [];
-  const errors = [];
-  for (const id of ids) {
-    try {
-      results.push(await fillOneTemplate(id, inputText, model));
-    } catch (error) {
-      errors.push(`${templateLabel(id)}: ${error.message}`);
-    }
-  }
-
-  const lastResult = results[results.length - 1];
-  if (lastResult) {
-    showJson(elements.fillFormResponse, results.length === 1 ? lastResult : results);
-    if (lastResult.output_pdf_path) {
-      localStorage.setItem(STORAGE_LAST_OUTPUT_KEY, lastResult.output_pdf_path);
-      elements.serverPdfPath.value = lastResult.output_pdf_path;
-    }
-  }
-
-  reportFillOutcome(results, errors);
-
-  // Preview the most recently filled PDF.
-  if (lastResult && lastResult.output_pdf_path) {
-    await previewFromPath(lastResult.output_pdf_path, { switchToPreview: true });
-  }
-}
-
-// ───────────────────────── Speech-to-text (local Whisper) ─────────────────
-
-function setSttStatus(message) {
-  if (elements.sttStatus) {
-    elements.sttStatus.textContent = message || "";
-  }
-}
-
-async function startRecording() {
-  if (mediaRecorder) {
-    return;
-  }
-  if (!navigator.mediaDevices || !navigator.mediaDevices.getUserMedia) {
-    setSttStatus("Microphone capture is not available in this environment.");
-    return;
-  }
-
-  try {
-    recordingStream = await navigator.mediaDevices.getUserMedia({ audio: true });
-  } catch (error) {
-    setSttStatus("Microphone permission denied.");
-    return;
-  }
-
-  recordedChunks = [];
-  mediaRecorder = new MediaRecorder(recordingStream);
-  mediaRecorder.addEventListener("dataavailable", (event) => {
-    if (event.data && event.data.size > 0) {
-      recordedChunks.push(event.data);
-    }
-  });
-  mediaRecorder.addEventListener("stop", handleRecordingStop);
-  mediaRecorder.start();
-
-  elements.sttControls.classList.add("is-recording");
-  elements.sttControls.classList.remove("is-paused");
-  elements.sttRecordBtn.disabled = true;
-  elements.sttPauseBtn.disabled = false;
-  elements.sttStopBtn.disabled = false;
-  elements.sttPauseBtn.textContent = "Pause";
-  setSttStatus("Recording…");
-}
-
-function togglePauseRecording() {
-  if (!mediaRecorder) {
-    return;
-  }
-  if (mediaRecorder.state === "recording") {
-    mediaRecorder.pause();
-    elements.sttControls.classList.add("is-paused");
-    elements.sttControls.classList.remove("is-recording");
-    elements.sttPauseBtn.textContent = "Resume";
-    setSttStatus("Paused.");
-  } else if (mediaRecorder.state === "paused") {
-    mediaRecorder.resume();
-    elements.sttControls.classList.add("is-recording");
-    elements.sttControls.classList.remove("is-paused");
-    elements.sttPauseBtn.textContent = "Pause";
-    setSttStatus("Recording…");
-  }
-}
-
-function stopRecording() {
-  if (!mediaRecorder) {
-    return;
-  }
-  // Lock the controls while we finalize capture and transcribe.
-  elements.sttPauseBtn.disabled = true;
-  elements.sttStopBtn.disabled = true;
-  setSttStatus("Finishing capture…");
-  mediaRecorder.stop();
-}
-
-async function handleRecordingStop() {
-  elements.sttControls.classList.remove("is-recording", "is-paused");
-  stopRecordingStream();
-
-  const chunks = recordedChunks;
-  const recorder = mediaRecorder;
-  recordedChunks = [];
-  mediaRecorder = null;
-
-  const blob = new Blob(chunks, { type: (recorder && recorder.mimeType) || "audio/webm" });
-  if (!blob.size) {
-    resetSttControls();
-    setSttStatus("Nothing was recorded.");
-    return;
-  }
-
-  try {
-    setSttStatus("Transcribing…");
-    const text = await transcribeAudio(blob);
-    appendTranscribedText(text);
-    setSttStatus(text ? "Transcription added." : "No speech detected.");
-  } catch (error) {
-    setSttStatus(`Transcription failed: ${error.message}`);
-  } finally {
-    resetSttControls();
-  }
-}
-
-function resetSttControls() {
-  elements.sttRecordBtn.disabled = false;
-  elements.sttPauseBtn.disabled = true;
-  elements.sttStopBtn.disabled = true;
-  elements.sttPauseBtn.textContent = "Pause";
-  elements.sttControls.classList.remove("is-recording", "is-paused");
-}
-
-function stopRecordingStream() {
-  if (recordingStream) {
-    recordingStream.getTracks().forEach((track) => track.stop());
-    recordingStream = null;
-  }
-}
-
-function appendTranscribedText(text) {
-  if (!text) {
-    return;
-  }
-  const existing = elements.inputText.value.trim();
-  elements.inputText.value = existing ? `${existing} ${text}` : text;
-  // Let any listeners (and the required-field check) see the new value.
-  elements.inputText.dispatchEvent(new Event("input"));
-}
-
-// "audio/webm;codecs=opus" -> "webm". Just gives the upload a sensible filename;
-// the server decodes by content, not extension.
-function audioExtension(mimeType) {
-  const subtype = (mimeType || "").split("/")[1] || "";
-  const withoutCodecs = subtype.split(";")[0].trim();
-  return withoutCodecs || "webm";
-}
-
-// The Whisper ASR service decodes audio with ffmpeg, so we post the recording
-// as-is (typically webm/opus) — no client-side transcoding needed.
-async function transcribeAudio(blob) {
-  const formData = new FormData();
-  formData.append("audio", blob, `recording.${audioExtension(blob.type)}`);
-
-  const response = await fetch(`${API_BASE_URL}/forms/transcribe`, {
-    method: "POST",
-    body: formData,
-  });
-  const body = await parseJsonResponse(response);
-  if (!response.ok) {
-    throw new Error(extractErrorMessage(body, response.status));
-  }
-  return (body.text || "").trim();
-}
-
-function handleTemplateActionClick(event) {
-  const button = event.target.closest("button[data-action]");
-  if (!button) {
-    return;
-  }
-
-  const id = Number(button.dataset.templateId);
-  const template = templates.find((item) => Number(item.id) === id);
-  if (!template) {
-    return;
-  }
-
-  if (button.dataset.action === "preview") {
-    elements.serverPdfPath.value = template.pdf_path || "";
-    previewFromPath(template.pdf_path || "", { switchToPreview: true });
-    return;
-  }
-
-  if (button.dataset.action === "use-fill") {
-    selectedFillIds.add(Number(template.id));
-    renderFillTemplates();
-    activateSection("fillFormSection");
-    setStatus(
-      elements.fillFormMessage,
-      `"${template.name || "Template"}" selected for filling.`,
-      "info"
-    );
-  }
-}
-
-function handleLocalFilePreview(event) {
-  const file = event.target.files && event.target.files[0];
-  if (!file) {
-    return;
-  }
-
-  if (activeObjectUrl) {
-    URL.revokeObjectURL(activeObjectUrl);
-  }
-
-  activeObjectUrl = URL.createObjectURL(file);
-  elements.pdfFrame.src = activeObjectUrl;
-  switchSection("pdfPreviewerSection");
-  setStatus(elements.previewStatus, `Previewing local file: ${file.name}`, "success");
-}
-
-function resolvePreviewCandidates(pathInput) {
-  const raw = String(pathInput || "").trim();
-  if (!raw) {
-    return [];
-  }
-
-  if (/^https?:\/\//i.test(raw)) {
-    return [raw];
-  }
-
-  return [`${API_BASE_URL}/templates/preview?path=${encodeURIComponent(raw)}`];
-}
-
-async function previewFromPath(pathInput, options = {}) {
-  if (options.switchToPreview) {
-    switchSection("pdfPreviewerSection");
-  }
-
-  const raw = String(pathInput || "").trim();
-  if (!raw) {
-    setStatus(elements.previewStatus, "Enter a PDF path or URL first.", "error");
-    return false;
-  }
-
-  const candidates = resolvePreviewCandidates(raw);
-  if (!candidates.length) {
-    setStatus(elements.previewStatus, "Unable to parse preview path.", "error");
-    return false;
-  }
-
-  setStatus(elements.previewStatus, "Attempting to preview path...", "info");
-  let lastReason = "unknown error";
-
-  for (const candidate of candidates) {
-    try {
-      const response = await fetch(candidate, { method: "HEAD" });
-      if (response.ok || response.status === 405) {
-        elements.pdfFrame.src = candidate;
-        setStatus(elements.previewStatus, `Previewing path: ${candidate}`, "success");
-        return true;
-      }
-      lastReason = `${response.status} ${response.statusText}`.trim();
-    } catch (error) {
-      lastReason = error.message;
-    }
-  }
-
-  const likelyServerLocal =
-    !/^https?:\/\//i.test(raw) && !raw.startsWith("/");
-
-  if (likelyServerLocal) {
-    setStatus(
-      elements.previewStatus,
-      `Could not preview "${raw}". It looks like a server-local path and may not be web-accessible.`,
-      "error"
-    );
-  } else {
-    setStatus(
-      elements.previewStatus,
-      `Could not preview path. Last error: ${lastReason}`,
-      "error"
-    );
-  }
-
-  return false;
-}
-
-function renderTemplates() {
-  elements.templatesList.innerHTML = "";
-
-  if (!templates.length) {
-    elements.templatesEmpty.classList.remove("hidden");
-    return;
-  }
-
-  elements.templatesEmpty.classList.add("hidden");
-  templates.forEach((template) => {
-    const card = document.createElement("article");
-    card.className = "template-card";
-
-    const title = document.createElement("h3");
-    title.textContent = `${template.name || "Untitled"} (id: ${template.id ?? "n/a"})`;
-
-    const path = document.createElement("p");
-    path.className = "template-meta";
-    path.textContent = `pdf_path: ${template.pdf_path || ""}`;
-
-    const fields = buildFieldsTable(template.fields || {});
-
-    const actions = document.createElement("div");
-    actions.className = "card-actions";
-
-    const previewButton = document.createElement("button");
-    previewButton.type = "button";
-    previewButton.dataset.action = "preview";
-    previewButton.dataset.templateId = String(template.id);
-    previewButton.textContent = "Preview This Template";
-
-    const useFillButton = document.createElement("button");
-    useFillButton.type = "button";
-    useFillButton.dataset.action = "use-fill";
-    useFillButton.dataset.templateId = String(template.id);
-    useFillButton.textContent = "Use in Fill Form";
-
-    actions.append(previewButton, useFillButton);
-    card.append(title, path, fields, actions);
-    elements.templatesList.append(card);
-  });
-}
-
-function buildFieldsTable(fieldsDict) {
-  const table = document.createElement("table");
-  table.className = "fields-table";
-
-  const thead = document.createElement("thead");
-  thead.innerHTML = "<tr><th>Field</th><th>Type</th></tr>";
-  table.appendChild(thead);
-
-  const tbody = document.createElement("tbody");
-  const entries = Object.entries(fieldsDict || {});
-  if (!entries.length) {
-    const row = document.createElement("tr");
-    const cell = document.createElement("td");
-    cell.colSpan = 2;
-    cell.textContent = "No fields.";
-    row.appendChild(cell);
-    tbody.appendChild(row);
-  } else {
-    for (const [name, type] of entries) {
-      const row = document.createElement("tr");
-      const nameCell = document.createElement("td");
-      nameCell.textContent = name;
-      const typeCell = document.createElement("td");
-      typeCell.textContent = TYPE_VALUE_TO_LABEL[type] || "Text";
-      row.append(nameCell, typeCell);
-      tbody.appendChild(row);
-    }
-  }
-  table.appendChild(tbody);
-  return table;
-}
-
-function normalizeFieldType(value) {
-  return TYPE_VALUE_TO_LABEL[value] ? value : "string";
-}
-
-function syncFieldRowsFromDom() {
-  const rowEls = Array.from(elements.fieldsBuilder.querySelectorAll(".field-row"));
-  fieldRows = rowEls.map((rowEl) => ({
-    name: rowEl.querySelector(".field-name").value,
-    type: rowEl.querySelector(".field-type").value,
-  }));
-}
-
-function renderFieldRows() {
-  const fragment = document.createDocumentFragment();
-  fieldRows.forEach((row, index) => {
-    fragment.appendChild(buildFieldRow(row, index));
-  });
-  elements.fieldsBuilder.innerHTML = "";
-  elements.fieldsBuilder.appendChild(fragment);
-  renderFieldCountBadge();
-}
-
-function buildFieldRow(row, index) {
-  const rowEl = document.createElement("div");
-  rowEl.className = "field-row";
-  rowEl.draggable = true;
-  rowEl.dataset.index = String(index);
-
-  const handle = document.createElement("span");
-  handle.className = "field-drag-handle";
-  handle.setAttribute("aria-hidden", "true");
-  handle.textContent = "⋮⋮"; // two-column dots — reads as a grip handle
-
-  const nameInput = document.createElement("input");
-  nameInput.type = "text";
-  nameInput.className = "field-name";
-  nameInput.placeholder = "Give description here";
-  nameInput.value = row.name || "";
-  nameInput.addEventListener("input", () => {
-    syncFieldRowsFromDom();
-  });
-
-  const typeSelect = document.createElement("select");
-  typeSelect.className = "field-type";
-  FIELD_TYPES.forEach((t) => {
-    const opt = document.createElement("option");
-    opt.value = t.value;
-    opt.textContent = t.label;
-    typeSelect.appendChild(opt);
-  });
-  typeSelect.value = normalizeFieldType(row.type);
-  typeSelect.addEventListener("change", () => {
-    syncFieldRowsFromDom();
-  });
-
-  const deleteBtn = document.createElement("button");
-  deleteBtn.type = "button";
-  deleteBtn.className = "field-delete-btn";
-  deleteBtn.setAttribute("aria-label", "Remove field");
-  deleteBtn.textContent = "✕"; // ✕
-  deleteBtn.addEventListener("click", () => {
-    syncFieldRowsFromDom();
-    const rowIndex = Number(rowEl.dataset.index);
-    fieldRows.splice(rowIndex, 1);
-    renderFieldRows();
-  });
-
-  rowEl.addEventListener("dragstart", handleRowDragStart);
-  rowEl.addEventListener("dragover", handleRowDragOver);
-  rowEl.addEventListener("dragleave", handleRowDragLeave);
-  rowEl.addEventListener("drop", handleRowDrop);
-  rowEl.addEventListener("dragend", handleRowDragEnd);
-
-  rowEl.append(handle, nameInput, typeSelect, deleteBtn);
-  return rowEl;
-}
-
-function toggleMakeFillableHelp() {
-  const willShow = elements.makeFillableHelp.classList.contains("hidden");
-  elements.makeFillableHelp.classList.toggle("hidden", !willShow);
-  elements.makeFillableHelpBtn.setAttribute("aria-expanded", String(willShow));
-}
-
-async function handleMakeFillableClick() {
-  if (!selectedTemplateFile) {
-    setStatus(elements.templateFormMessage, "Select a PDF first.", "error");
-    return;
-  }
-
-  const templateDirectory = DEFAULT_TEMPLATE_DIRECTORY;
-
-  elements.makeFillableBtn.disabled = true;
-  const previousLabel = elements.makeFillableBtn.textContent;
-  elements.makeFillableBtn.textContent = "Working...";
-  setStatus(
-    elements.templateFormMessage,
-    "Uploading PDF and running fillable-field detection (this can take a minute)...",
-    "info"
-  );
-
-  try {
-    if (!uploadedPath) {
-      const upload = await uploadTemplatePdf(selectedTemplateFile, templateDirectory);
-      uploadedPath = upload.pdf_path;
-    }
-
-    const response = await fetch(`${API_BASE_URL}/templates/make-fillable`, {
-      method: "POST",
-      headers: { "Content-Type": "application/json" },
-      body: JSON.stringify({ pdf_path: uploadedPath }),
-    });
-    const body = await parseJsonResponse(response);
-    if (!response.ok) {
-      throw new Error(extractErrorMessage(body, response.status));
-    }
-
-    uploadedPath = body.pdf_path;
-    const count = typeof body.field_count === "number" ? body.field_count : null;
-    uploadedFieldCount = count;
-    renderFieldCountBadge();
-    setStatus(
-      elements.templateFormMessage,
-      count !== null
-        ? `Fillable PDF created — ${count} field${count === 1 ? "" : "s"} detected.`
-        : "Fillable PDF created.",
-      "success"
-    );
-    elements.makeFillableBtn.textContent = "Re-detect fields";
-    elements.makeFillableBtn.disabled = false;
-  } catch (error) {
-    setStatus(elements.templateFormMessage, error.message, "error");
-    elements.makeFillableBtn.textContent = previousLabel;
-    elements.makeFillableBtn.disabled = false;
-  }
-}
-
-function handleAddFieldClick() {
-  syncFieldRowsFromDom();
-  fieldRows.push({ name: "", type: "string" });
-  renderFieldRows();
-  const rows = elements.fieldsBuilder.querySelectorAll(".field-row .field-name");
-  if (rows.length) {
-    rows[rows.length - 1].focus();
-  }
-}
-
-function handleRowDragStart(event) {
-  const rowEl = event.currentTarget;
-  dragSourceIndex = Number(rowEl.dataset.index);
-  rowEl.classList.add("is-dragging");
-  if (event.dataTransfer) {
-    event.dataTransfer.effectAllowed = "move";
-    event.dataTransfer.setData("text/plain", String(dragSourceIndex));
-  }
-}
-
-function handleRowDragOver(event) {
-  event.preventDefault();
-  if (event.dataTransfer) {
-    event.dataTransfer.dropEffect = "move";
-  }
-  event.currentTarget.classList.add("drag-over");
-}
-
-function handleRowDragLeave(event) {
-  event.currentTarget.classList.remove("drag-over");
-}
-
-function handleRowDrop(event) {
-  event.preventDefault();
-  const rowEl = event.currentTarget;
-  rowEl.classList.remove("drag-over");
-  const targetIndex = Number(rowEl.dataset.index);
-  if (dragSourceIndex === null || dragSourceIndex === targetIndex) {
-    return;
-  }
-  syncFieldRowsFromDom();
-  const [moved] = fieldRows.splice(dragSourceIndex, 1);
-  fieldRows.splice(targetIndex, 0, moved);
-  dragSourceIndex = null;
-  renderFieldRows();
-}
-
-function handleRowDragEnd(event) {
-  event.currentTarget.classList.remove("is-dragging");
-  elements.fieldsBuilder
-    .querySelectorAll(".field-row.drag-over")
-    .forEach((el) => el.classList.remove("drag-over"));
-  dragSourceIndex = null;
-}
-
-function loadTemplates() {
-  try {
-    const raw = localStorage.getItem(STORAGE_TEMPLATES_KEY);
-    if (!raw) {
-      return [];
-    }
-    const parsed = JSON.parse(raw);
-    return Array.isArray(parsed) ? parsed : [];
-  } catch (_error) {
-    return [];
-  }
-}
-
-function saveTemplates() {
-  localStorage.setItem(STORAGE_TEMPLATES_KEY, JSON.stringify(templates));
-}
-
-function upsertTemplate(template) {
-  const normalized = {
-    id: template.id,
-    name: template.name || "",
-    pdf_path: template.pdf_path || "",
-    fields: template.fields || {},
-  };
-
-  const index = templates.findIndex((item) => Number(item.id) === Number(template.id));
-  if (index >= 0) {
-    templates[index] = normalized;
-  } else {
-    templates.unshift(normalized);
-  }
-
-  saveTemplates();
-}
-
-function restorePreviewState() {
-  const lastPath = localStorage.getItem(STORAGE_LAST_OUTPUT_KEY);
-  if (lastPath) {
-    elements.serverPdfPath.value = lastPath;
-  }
-}
-
-async function parseJsonResponse(response) {
-  const text = await response.text();
-  if (!text) {
-    return {};
-  }
-  try {
-    return JSON.parse(text);
-  } catch (_error) {
-    return { raw: text };
-  }
-}
-
-function extractErrorMessage(responseBody, statusCode) {
-  if (responseBody && typeof responseBody === "object") {
-    if (typeof responseBody.error === "string") {
-      return responseBody.error;
-    }
-    if (Array.isArray(responseBody.detail)) {
-      const first = responseBody.detail[0];
-      if (first && typeof first.msg === "string") {
-        return first.msg;
-      }
-    }
-    if (typeof responseBody.detail === "string") {
-      return responseBody.detail;
-    }
-    if (typeof responseBody.raw === "string") {
-      return responseBody.raw;
-    }
-  }
-  return `Request failed with status ${statusCode}.`;
-}
diff --git a/frontend/electron.js b/frontend/electron.js
deleted file mode 100644
index 9fc7e198..00000000
--- a/frontend/electron.js
+++ /dev/null
@@ -1,64 +0,0 @@
-const { app, BrowserWindow } = require("electron");
-const path = require("path");
-const { spawn } = require("child_process");
-
-let backendProcess = null;
-
-function startBackend() {
-  if (app.isPackaged) {
-    const ext = process.platform === 'win32' ? '.exe' : '';
-    const backendPath = path.join(process.resourcesPath, "bin", `api-backend${ext}`);
-    
-    backendProcess = spawn(backendPath, [], {
-      stdio: 'ignore'
-    });
-
-    backendProcess.on('error', (err) => {
-      console.error('Failed to start backend process.', err);
-    });
-  } else {
-    console.log("Running in development mode. Assuming backend is running via Docker Desktop.");
-  }
-}
-
-function createWindow() {
-  const win = new BrowserWindow({
-    width: 1100,
-    height: 800,
-    webPreferences: {
-      preload: path.join(__dirname, "preload.js"),
-    },
-  });
-
-  // Allow microphone capture for the local speech-to-text recorder. Audio is
-  // only ever sent to the local Whisper service — nothing leaves the machine.
-  win.webContents.session.setPermissionRequestHandler(
-    (webContents, permission, callback) => {
-      callback(permission === "media");
-    }
-  );
-
-  win.loadFile("index.html");
-  if (!app.isPackaged) {
-    win.webContents.openDevTools();
-  }
-}
-
-app.whenReady().then(() => {
-  startBackend();
-  createWindow();
-});
-
-app.on("will-quit", () => {
-  if (backendProcess) {
-    backendProcess.kill();
-  }
-});
-
-app.on("window-all-closed", () => {
-  if (process.platform !== "darwin") app.quit();
-});
-
-app.on("activate", () => {
-  if (BrowserWindow.getAllWindows().length === 0) createWindow();
-});
diff --git a/frontend/index.html b/frontend/index.html
deleted file mode 100644
index d525015e..00000000
--- a/frontend/index.html
+++ /dev/null
@@ -1,165 +0,0 @@
-<!doctype html>
-<html lang="en">
-  <head>
-    <meta charset="UTF-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>FireForm</title>
-    <link rel="stylesheet" href="./styles.css" />
-  </head>
-  <body>
-    <div id="loadingScreen" class="loading-screen">
-      <div class="spinner"></div>
-      <h2>Starting up...</h2>
-      <p>Initializing FireForm backend</p>
-    </div>
-    <main class="app-shell">
-      <header class="app-header">
-        <h1>FireForm</h1>
-        <p class="subtitle">
-          Create templates, fill forms, and preview PDFs from one place.
-        </p>
-      </header>
-
-      <nav class="tabs" aria-label="Primary sections">
-        <button class="tab active" type="button" data-target="uploaderSection">
-          Upload Template
-        </button>
-        <button class="tab" type="button" data-target="templateViewerSection">
-          Templates
-        </button>
-        <button class="tab" type="button" data-target="fillFormSection">
-          Fill Form
-        </button>
-        <button class="tab" type="button" data-target="pdfPreviewerSection">
-          PDF Preview
-        </button>
-      </nav>
-
-      <section id="uploaderSection" class="panel card">
-        <h2>Create Template</h2>
-        <form id="templateForm" class="stacked-form">
-          <label for="templateName">Template Name</label>
-          <input id="templateName" type="text" placeholder="Incident Intake Form" required />
-
-          <label for="templatePdfFile">Template PDF File</label>
-          <input id="templatePdfFile" type="file" accept="application/pdf" class="hidden" />
-          <div
-            id="pdfDropZone"
-            class="dropzone"
-            role="button"
-            tabindex="0"
-            aria-label="Drag and drop a PDF file or click to select"
-          >
-            <strong>Drag and drop a PDF here</strong>
-            <span>or click to select a file</span>
-          </div>
-          <p id="selectedFileMeta" class="helper">No PDF selected.</p>
-          <button id="changePdfBtn" type="button" class="secondary-btn hidden">Change PDF</button>
-
-          <div class="inline-actions">
-            <button id="makeFillableBtn" type="button" class="secondary-btn" disabled>
-              Make this PDF fillable
-            </button>
-            <button
-              id="makeFillableHelpBtn"
-              type="button"
-              class="help-trigger"
-              aria-expanded="false"
-              aria-controls="makeFillableHelp"
-              aria-label="What does this do?"
-            >?</button>
-          </div>
-          <p id="makeFillableHelp" class="helper hidden">
-            Use this only if your PDF doesn't already have fillable form fields. It runs
-            an AI step to detect fields and add them (slower). Skip it if your PDF is
-            already fillable.
-          </p>
-
-          <label>Form Fields</label>
-          <p class="helper">
-            What information should be filled in? Add one row per field. Fields are filled
-            into your PDF in the order shown — drag to reorder.
-          </p>
-          <p id="fieldCountBadge" class="field-count-badge hidden" aria-live="polite"></p>
-          <div id="fieldsBuilder" class="fields-builder" aria-live="polite"></div>
-          <button id="addFieldBtn" type="button" class="secondary-btn">+ Add Field</button>
-
-          <button type="submit">Create Template</button>
-        </form>
-        <p id="templateFormMessage" class="status" aria-live="polite"></p>
-        <pre id="templateFormResponse" class="json-output hidden"></pre>
-      </section>
-
-      <section id="templateViewerSection" class="panel card hidden">
-        <h2>Templates</h2>
-        <p class="helper">
-          Templates are loaded from the database and refreshed automatically.
-        </p>
-        <div id="templatesEmpty" class="empty-state hidden">No templates stored yet.</div>
-        <div id="templatesList" class="template-list"></div>
-      </section>
-
-      <section id="fillFormSection" class="panel card hidden">
-        <h2>Fill Form</h2>
-        <form id="fillForm" class="stacked-form">
-          <label for="inputText">Incident Input Text</label>
-          <div class="stt-controls" id="sttControls">
-            <button id="sttRecordBtn" type="button" class="secondary-btn stt-btn">
-              <span class="stt-dot" aria-hidden="true"></span> Record
-            </button>
-            <button id="sttPauseBtn" type="button" class="secondary-btn stt-btn" disabled>
-              Pause
-            </button>
-            <button id="sttStopBtn" type="button" class="secondary-btn stt-btn" disabled>
-              Stop &amp; Transcribe
-            </button>
-            <span id="sttStatus" class="stt-status" aria-live="polite"></span>
-          </div>
-          <textarea
-            id="inputText"
-            rows="6"
-            placeholder="Describe the incident using natural language, or use the recorder above..."
-          ></textarea>
-
-          <label>Forms to fill</label>
-          <p id="fillSelectionHint" class="helper">Select one or more forms to fill.</p>
-          <div id="fillTemplateTiles" class="template-tiles"></div>
-
-          <label for="fillModel">Extraction model</label>
-          <select id="fillModel"></select>
-
-          <button id="fillSubmitBtn" type="submit" class="is-disabled">Fill Form</button>
-        </form>
-        <p id="fillFormMessage" class="status" aria-live="polite"></p>
-        <pre id="fillFormResponse" class="json-output hidden"></pre>
-      </section>
-
-      <section id="pdfPreviewerSection" class="panel card hidden">
-        <h2>PDF Preview</h2>
-
-        <div class="preview-controls">
-          <label for="localPdfFile">Preview Local PDF</label>
-          <input id="localPdfFile" type="file" accept="application/pdf" />
-        </div>
-
-        <div class="preview-controls">
-          <label for="serverPdfPath">Preview from Template or Output Path</label>
-          <div class="inline-actions">
-            <input
-              id="serverPdfPath"
-              type="text"
-              placeholder="src/inputs/file_template.pdf or https://..."
-              spellcheck="false"
-            />
-            <button id="previewPathBtn" type="button">Preview Path</button>
-          </div>
-        </div>
-
-        <p id="previewStatus" class="status" aria-live="polite"></p>
-        <iframe id="pdfFrame" title="PDF Preview"></iframe>
-      </section>
-    </main>
-
-    <script src="./app.js?v=20260520a"></script>
-  </body>
-</html>
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
deleted file mode 100644
index 86ed6800..00000000
--- a/frontend/package-lock.json
+++ /dev/null
@@ -1,4025 +0,0 @@
-{
-  "name": "fireform",
-  "version": "1.1.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "fireform",
-      "version": "1.1.0",
-      "devDependencies": {
-        "electron": "^35.0.0",
-        "electron-builder": "^26.0.0"
-      }
-    },
-    "node_modules/@develar/schema-utils": {
-      "version": "2.6.5",
-      "resolved": "https://registry.npmjs.org/@develar/schema-utils/-/schema-utils-2.6.5.tgz",
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diff --git a/frontend/package.json b/frontend/package.json
deleted file mode 100644
index 468e34ce..00000000
--- a/frontend/package.json
+++ /dev/null
@@ -1,44 +0,0 @@
-{
-  "name": "fireform",
-  "version": "1.1.0",
-  "description": "FireForm — report once, file everywhere",
-  "repository": "fireform-core/FireForm",
-  "main": "electron.js",
-  "scripts": {
-    "start": "electron .",
-    "dist": "electron-builder --publish never"
-  },
-  "devDependencies": {
-    "electron": "^35.0.0",
-    "electron-builder": "^26.0.0"
-  },
-  "build": {
-    "appId": "com.fireform.app",
-    "productName": "FireForm",
-    "files": [
-      "index.html",
-      "app.js",
-      "styles.css",
-      "electron.js",
-      "preload.js"
-    ],
-    "extraResources": [
-      {
-        "from": "bin",
-        "to": "bin",
-        "filter": [
-          "**/*"
-        ]
-      }
-    ],
-    "mac": {
-      "target": "dmg"
-    },
-    "win": {
-      "target": "nsis"
-    },
-    "linux": {
-      "target": "AppImage"
-    }
-  }
-}
diff --git a/frontend/preload.js b/frontend/preload.js
deleted file mode 100644
index 4e99198a..00000000
--- a/frontend/preload.js
+++ /dev/null
@@ -1,3 +0,0 @@
-// Preload script — placeholder for future Node.js bridge APIs.
-// Use contextBridge.exposeInMainWorld() here to safely expose
-// Node functionality to the renderer process when needed.
diff --git a/frontend/styles.css b/frontend/styles.css
deleted file mode 100644
index c5b4a694..00000000
--- a/frontend/styles.css
+++ /dev/null
@@ -1,658 +0,0 @@
-:root {
-  --bg: linear-gradient(145deg, #f7f4ec 0%, #eef4f7 100%);
-  --panel: #ffffff;
-  --panel-border: #d7dde3;
-  --text: #1f2a36;
-  --muted: #576779;
-  --primary: #125a86;
-  --primary-strong: #0b4568;
-  --success: #1a7f4b;
-  --error: #a43434;
-  --radius: 14px;
-  --shadow: 0 10px 28px rgba(16, 44, 70, 0.09);
-}
-
-* {
-  box-sizing: border-box;
-}
-
-body {
-  margin: 0;
-  min-height: 100vh;
-  font-family: "Avenir Next", "Trebuchet MS", "Segoe UI", sans-serif;
-  color: var(--text);
-  background: var(--bg);
-}
-
-.app-shell {
-  max-width: 980px;
-  margin: 0 auto;
-  padding: 24px 18px 48px;
-}
-
-.app-header {
-  margin-bottom: 16px;
-}
-
-.eyebrow {
-  margin: 0 0 8px;
-  text-transform: uppercase;
-  letter-spacing: 0.08em;
-  color: var(--muted);
-  font-size: 0.78rem;
-}
-
-h1 {
-  margin: 0;
-  font-size: clamp(1.8rem, 3vw, 2.5rem);
-  line-height: 1.15;
-}
-
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-  margin: 0 0 14px;
-  font-size: 1.25rem;
-}
-
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-  margin: 8px 0 0;
-  color: var(--muted);
-}
-
-.card {
-  background: var(--panel);
-  border: 1px solid var(--panel-border);
-  border-radius: var(--radius);
-  box-shadow: var(--shadow);
-  padding: 18px;
-}
-
-.api-config {
-  display: grid;
-  gap: 8px;
-  margin-bottom: 14px;
-}
-
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-  display: flex;
-  gap: 8px;
-  margin-bottom: 14px;
-  flex-wrap: wrap;
-}
-
-.tab {
-  border: 1px solid var(--panel-border);
-  background: #f9fbfc;
-  border-radius: 999px;
-  padding: 8px 14px;
-  cursor: pointer;
-  font-weight: 600;
-  color: var(--text);
-}
-
-.tab.active {
-  border-color: var(--primary);
-  color: #fff;
-  background: var(--primary);
-}
-
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-}
-
-.stacked-form {
-  display: grid;
-  gap: 10px;
-}
-
-.dropzone {
-  border: 2px dashed #9ab1c7;
-  border-radius: 12px;
-  padding: 20px 14px;
-  display: grid;
-  gap: 4px;
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-  cursor: pointer;
-  background: #f7fbff;
-  color: #2f4a63;
-  transition: border-color 0.2s ease, background-color 0.2s ease;
-}
-
-.dropzone strong {
-  font-size: 1.02rem;
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-}
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-  width: 100%;
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-  border-radius: 10px;
-  padding: 10px 12px;
-  background: #fff;
-  color: var(--text);
-}
-
-select {
-  appearance: none;
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-  background-image: url("data:image/svg+xml;utf8,<svg xmlns='http://www.w3.org/2000/svg' width='12' height='8' viewBox='0 0 12 8'><path fill='%23576779' d='M6 8 0 0h12z'/></svg>");
-  background-repeat: no-repeat;
-  background-position: right 12px center;
-  padding-right: 32px;
-}
-
-input:focus,
-textarea:focus,
-select:focus {
-  outline: 2px solid var(--primary);
-  outline-offset: 1px;
-  border-color: var(--primary);
-}
-
-textarea {
-  resize: vertical;
-}
-
-button {
-  border: 0;
-  border-radius: 10px;
-  background: var(--primary);
-  color: #fff;
-  cursor: pointer;
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-  font-weight: 700;
-}
-
-button:hover {
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-}
-
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-  color: var(--muted);
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-}
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-}
-
-.status.success {
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-}
-
-.status.error {
-  color: var(--error);
-}
-
-.json-output {
-  margin: 0;
-  white-space: pre-wrap;
-  word-break: break-word;
-  border-radius: 10px;
-  border: 1px solid #d7dde3;
-  background: #f7fafc;
-  padding: 10px 12px;
-  max-height: 280px;
-  overflow: auto;
-  font-family: "IBM Plex Mono", "Menlo", "Consolas", monospace;
-  font-size: 0.88rem;
-}
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-  display: none;
-}
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-.secondary-btn {
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-  color: var(--primary-strong);
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-  font-weight: 600;
-  padding: 8px 14px;
-  justify-self: start;
-}
-
-.secondary-btn:hover {
-  background: #e5ecf3;
-}
-
-.stt-controls {
-  display: flex;
-  flex-wrap: wrap;
-  align-items: center;
-  gap: 8px;
-}
-
-.stt-btn {
-  display: inline-flex;
-  align-items: center;
-  gap: 7px;
-  padding: 8px 14px;
-}
-
-.stt-btn:disabled {
-  opacity: 0.5;
-  cursor: not-allowed;
-}
-
-.stt-dot {
-  width: 9px;
-  height: 9px;
-  border-radius: 50%;
-  background: #c2ccd6;
-  flex-shrink: 0;
-}
-
-.stt-controls.is-recording .stt-dot {
-  background: var(--error);
-  animation: stt-pulse 1.1s ease-in-out infinite;
-}
-
-.stt-controls.is-paused .stt-dot {
-  background: var(--primary);
-}
-
-@keyframes stt-pulse {
-  0%, 100% { opacity: 1; transform: scale(1); }
-  50% { opacity: 0.35; transform: scale(0.78); }
-}
-
-.stt-status {
-  color: var(--muted);
-  font-size: 0.92rem;
-  min-height: 1.2em;
-}
-
-/* Fill Form: model picker, template tiles, view toggle */
-.helper.error {
-  color: var(--error);
-  font-weight: 600;
-}
-
-.template-tiles {
-  display: grid;
-  grid-template-columns: repeat(auto-fill, minmax(210px, 1fr));
-  gap: 14px;
-}
-
-.template-tile {
-  position: relative;
-  display: flex;
-  flex-direction: column;
-  gap: 6px;
-  min-height: 112px;
-  border: 1px solid var(--panel-border);
-  border-radius: 12px;
-  background: #fbfcfe;
-  padding: 16px;
-  cursor: pointer;
-  transition: border-color 0.15s ease, background-color 0.15s ease, box-shadow 0.15s ease;
-}
-
-.template-tile:hover {
-  border-color: #9ab1c7;
-}
-
-.template-tile:focus-visible {
-  outline: 2px solid var(--primary);
-  outline-offset: 1px;
-}
-
-.template-tile.selected {
-  border-color: var(--primary);
-  background: #eef7ff;
-  box-shadow: inset 0 0 0 1px var(--primary);
-}
-
-.tile-body {
-  display: flex;
-  flex-direction: column;
-  gap: 4px;
-  min-width: 0;
-}
-
-.tile-title {
-  font-weight: 700;
-  color: var(--text);
-  /* Uniform tiles: clamp long titles to two lines, then ellipsis. */
-  display: -webkit-box;
-  -webkit-line-clamp: 2;
-  -webkit-box-orient: vertical;
-  overflow: hidden;
-  word-break: break-word;
-}
-
-.tile-meta {
-  font-size: 0.85rem;
-  color: var(--muted);
-}
-
-.tile-preview-btn {
-  margin-top: auto; /* pin to the bottom so every tile's button lines up */
-  align-self: flex-start;
-  background: transparent;
-  color: var(--primary-strong);
-  border: 1px solid var(--panel-border);
-  border-radius: 8px;
-  padding: 5px 10px;
-  font-size: 0.82rem;
-  font-weight: 600;
-}
-
-.tile-preview-btn:hover {
-  background: #e5ecf3;
-}
-
-/* Greyed-but-clickable: looks disabled, still fires click to prompt the user. */
-button.is-disabled,
-button.is-disabled:hover {
-  background: #c2ccd6;
-  cursor: not-allowed;
-}
-
-.help-trigger {
-  background: #e5ecf3;
-  color: var(--primary-strong);
-  border: 1px solid #c8d2dd;
-  border-radius: 50%;
-  width: 24px;
-  height: 24px;
-  padding: 0;
-  font-weight: 700;
-  font-size: 0.9rem;
-  line-height: 1;
-  display: inline-flex;
-  align-items: center;
-  justify-content: center;
-  cursor: pointer;
-  flex-shrink: 0;
-}
-
-.help-trigger:hover {
-  background: #d8e2eb;
-}
-
-.help-trigger[aria-expanded="true"] {
-  background: var(--primary);
-  color: #fff;
-  border-color: var(--primary);
-}
-
-.field-count-badge {
-  margin: 0;
-  padding: 6px 10px;
-  border-radius: 8px;
-  background: #f1f5f9;
-  border: 1px solid var(--panel-border);
-  color: var(--muted);
-  font-size: 0.92rem;
-  display: inline-block;
-  justify-self: start;
-}
-
-.field-count-badge.hidden {
-  display: none;
-}
-
-.field-count-badge.match {
-  background: #e8f3ec;
-  border-color: #b9d8c4;
-  color: var(--success);
-}
-
-.field-count-badge.mismatch {
-  background: #fbe9e9;
-  border-color: #f3d3d3;
-  color: var(--error);
-}
-
-.fields-builder {
-  display: grid;
-  gap: 8px;
-}
-
-.field-row {
-  display: grid;
-  grid-template-columns: 24px 1fr 170px 36px;
-  gap: 10px;
-  align-items: center;
-  padding: 8px 10px;
-  border: 1px solid var(--panel-border);
-  border-radius: 12px;
-  background: #fbfcfe;
-}
-
-.field-row.is-dragging {
-  opacity: 0.4;
-}
-
-.field-row.drag-over {
-  border-color: var(--primary);
-  background: #eef7ff;
-}
-
-.field-drag-handle {
-  cursor: grab;
-  color: var(--muted);
-  text-align: center;
-  user-select: none;
-  font-size: 1rem;
-  line-height: 1;
-}
-
-.field-drag-handle:active {
-  cursor: grabbing;
-}
-
-.field-delete-btn {
-  background: transparent;
-  color: var(--muted);
-  border: 1px solid transparent;
-  padding: 0;
-  font-size: 1rem;
-  font-weight: 600;
-  line-height: 1;
-  border-radius: 8px;
-  width: 32px;
-  height: 32px;
-  display: inline-flex;
-  align-items: center;
-  justify-content: center;
-}
-
-.field-delete-btn:hover {
-  background: #fbe9e9;
-  color: var(--error);
-  border-color: #f3d3d3;
-}
-
-.fields-table {
-  width: 100%;
-  border-collapse: collapse;
-  border: 1px solid var(--panel-border);
-  border-radius: 10px;
-  overflow: hidden;
-  background: #fff;
-  font-size: 0.92rem;
-}
-
-.fields-table th,
-.fields-table td {
-  text-align: left;
-  padding: 8px 10px;
-  border-bottom: 1px solid var(--panel-border);
-}
-
-.fields-table tr:last-child td {
-  border-bottom: 0;
-}
-
-.fields-table th {
-  background: #f1f5f9;
-  font-weight: 600;
-  color: var(--muted);
-}
-
-@media (max-width: 540px) {
-  .field-row {
-    grid-template-columns: 22px 1fr 36px;
-    grid-template-areas:
-      "handle name   delete"
-      ".      select select";
-  }
-
-  .field-drag-handle { grid-area: handle; }
-  .field-row input[type="text"] { grid-area: name; }
-  .field-row select { grid-area: select; }
-  .field-delete-btn { grid-area: delete; }
-}
-
-.divider {
-  width: 100%;
-  border: 0;
-  border-top: 1px solid #d7dde3;
-  margin: 4px 0;
-}
-
-.template-list {
-  display: grid;
-  gap: 12px;
-}
-
-.template-card {
-  border: 1px solid #d7dde3;
-  border-radius: 12px;
-  padding: 14px;
-  background: #fbfcfe;
-}
-
-.template-meta {
-  margin: 0;
-}
-
-.card-actions {
-  display: flex;
-  flex-wrap: wrap;
-  gap: 8px;
-  margin-top: 10px;
-}
-
-.card-actions button {
-  padding: 8px 12px;
-  font-weight: 600;
-}
-
-.empty-state {
-  padding: 14px;
-  border-radius: 10px;
-  border: 1px dashed #bcc8d6;
-  color: var(--muted);
-  background: #f8fafb;
-}
-
-.preview-controls {
-  display: grid;
-  gap: 8px;
-}
-
-.inline-actions {
-  display: grid;
-  grid-template-columns: 1fr auto;
-  gap: 8px;
-  align-items: center;
-}
-
-#pdfFrame {
-  width: 100%;
-  min-height: 560px;
-  border: 1px solid #d7dde3;
-  border-radius: 10px;
-  background: #fff;
-}
-
-@media (max-width: 720px) {
-  .app-shell {
-    padding: 16px 12px 28px;
-  }
-
-  .card {
-    padding: 14px;
-  }
-
-  .inline-actions {
-    grid-template-columns: 1fr;
-  }
-
-  #pdfFrame {
-    min-height: 420px;
-  }
-}
-
-.loading-screen {
-  position: fixed;
-  top: 0;
-  left: 0;
-  width: 100vw;
-  height: 100vh;
-  background: var(--bg);
-  display: flex;
-  flex-direction: column;
-  justify-content: center;
-  align-items: center;
-  z-index: 9999;
-  transition: opacity 0.5s ease, visibility 0.5s ease;
-}
-
-.loading-screen.hidden {
-  opacity: 0;
-  visibility: hidden;
-  pointer-events: none;
-}
-
-.loading-screen h2 {
-  margin-top: 24px;
-  color: var(--primary);
-}
-
-.spinner {
-  width: 50px;
-  height: 50px;
-  border: 5px solid rgba(18, 90, 134, 0.2);
-  border-top-color: var(--primary);
-  border-radius: 50%;
-  animation: spin 1s linear infinite;
-}
-
-@keyframes spin {
-  to {
-    transform: rotate(360deg);
-  }
-}

From e26a0fff8ab4a981ab5f0d0440cb9cb54411d70c Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Wed, 3 Jun 2026 00:37:22 +0530
Subject: [PATCH 06/85] chore: move scripts to scripts/ directory, fixes #517

---
 container-init.sh => scripts/container-init.sh       | 0
 setup-dockers-env.sh => scripts/setup-dockers-env.sh | 0
 2 files changed, 0 insertions(+), 0 deletions(-)
 rename container-init.sh => scripts/container-init.sh (100%)
 rename setup-dockers-env.sh => scripts/setup-dockers-env.sh (100%)

diff --git a/container-init.sh b/scripts/container-init.sh
similarity index 100%
rename from container-init.sh
rename to scripts/container-init.sh
diff --git a/setup-dockers-env.sh b/scripts/setup-dockers-env.sh
similarity index 100%
rename from setup-dockers-env.sh
rename to scripts/setup-dockers-env.sh

From b6527b7ea109b6360a10bbb11bc7f022f5c9db2c Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 4 Jun 2026 00:57:31 +0530
Subject: [PATCH 07/85] chore: created docker file and compose for development
 envirnment

---
 docker/dev/Dockerfile  | 26 +++++++++++++
 docker/dev/compose.yml | 83 ++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 109 insertions(+)
 create mode 100644 docker/dev/Dockerfile
 create mode 100644 docker/dev/compose.yml

diff --git a/docker/dev/Dockerfile b/docker/dev/Dockerfile
new file mode 100644
index 00000000..ad4bfd4b
--- /dev/null
+++ b/docker/dev/Dockerfile
@@ -0,0 +1,26 @@
+# syntax=docker/dockerfile:1
+FROM python:3.11-slim
+
+WORKDIR /app
+
+# Use apt cache mount to speed up system package installation across builds
+RUN rm -f /etc/apt/apt.conf.d/docker-clean; echo 'Binary::apt::APT::Keep-Downloaded-Packages "true";' > /etc/apt/apt.conf.d/keep-cache
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
+    --mount=type=cache,target=/var/lib/apt \
+    apt-get update && apt-get install -y \
+    curl \
+    libgl1 \
+    libglib2.0-0 \
+    libxcb1
+
+COPY requirements.txt .
+
+# Use pip cache mount so it remembers downloaded wheels
+RUN --mount=type=cache,target=/root/.cache/pip \
+    pip install -r requirements.txt
+
+ENV PYTHONPATH=/app
+
+EXPOSE 8000
+
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
diff --git a/docker/dev/compose.yml b/docker/dev/compose.yml
new file mode 100644
index 00000000..5b7c2f04
--- /dev/null
+++ b/docker/dev/compose.yml
@@ -0,0 +1,83 @@
+services:
+  ollama:
+    image: ollama/ollama:latest
+    container_name: fireform-ollama
+    ports:
+      - "127.0.0.1:11434:11434"
+    volumes:
+      - ollama_data:/root/.ollama
+    networks:
+      - fireform-network
+    healthcheck:
+      test: ["CMD-SHELL", "ollama list || exit 1"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+      start_period: 30s
+
+  whisper:
+    image: onerahmet/openai-whisper-asr-webservice:latest
+    container_name: fireform-whisper
+    environment:
+      - ASR_ENGINE=faster_whisper
+      - ASR_MODEL=${WHISPER_MODEL:-small.en}
+      - ASR_MODEL_PATH=/data/whisper
+    volumes:
+      - whisper_models:/data/whisper
+    ports:
+      - "127.0.0.1:9000:9000"
+    networks:
+      - fireform-network
+    healthcheck:
+      test: ["CMD-SHELL", "python3 -c \"import urllib.request; urllib.request.urlopen('http://localhost:9000/docs')\" || exit 1"]
+      interval: 15s
+      timeout: 5s
+      retries: 5
+      start_period: 60s
+
+  app:
+    build:
+      context: ../..
+      dockerfile: docker/dev/Dockerfile
+    container_name: fireform-app
+    depends_on:
+      ollama:
+        condition: service_healthy
+      whisper:
+        condition: service_started
+    command: ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
+    volumes:
+      - ../..:/app
+      - fireform_db:/data/db
+      - fireform_uploads:/data/uploads
+    ports:
+      - "${APP_PORT:-8000}:8000"
+    environment:
+      - PYTHONUNBUFFERED=1
+      - CUDA_VISIBLE_DEVICES=
+      - PYTHONPATH=/app
+      - OLLAMA_HOST=${OLLAMA_HOST:-http://ollama:11434}
+      - OLLAMA_TIMEOUT=${OLLAMA_TIMEOUT:-300}
+      - OLLAMA_MODEL=${OLLAMA_MODEL:-qwen2.5:1.5b}
+      - WHISPER_HOST=${WHISPER_HOST:-http://whisper:9000}
+      - FIREFORM_DB_PATH=/data/db/fireform.db
+      - FIREFORM_DATA_DIR=/data/uploads
+      - FIREFORM_TEMPLATE_DIR=/data/uploads
+      - FIREFORM_DB_ECHO=${FIREFORM_DB_ECHO:-true}
+      - FRONTEND_ORIGINS=${FRONTEND_ORIGINS:-http://localhost:5173,http://127.0.0.1:5173}
+    networks:
+      - fireform-network
+
+volumes:
+  ollama_data:
+    driver: local
+  whisper_models:
+    driver: local
+  fireform_db:
+    driver: local
+  fireform_uploads:
+    driver: local
+
+networks:
+  fireform-network:
+    driver: bridge

From 79a1ce05ef82009893de5e3a30e059354db6502d Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 4 Jun 2026 01:10:06 +0530
Subject: [PATCH 08/85] chore: docker file and docker compose for prod
 envirnment

---
 docker/prod/Dockerfile  | 37 +++++++++++++++++
 docker/prod/compose.yml | 90 +++++++++++++++++++++++++++++++++++++++++
 2 files changed, 127 insertions(+)
 create mode 100644 docker/prod/Dockerfile
 create mode 100644 docker/prod/compose.yml

diff --git a/docker/prod/Dockerfile b/docker/prod/Dockerfile
new file mode 100644
index 00000000..8ad8deab
--- /dev/null
+++ b/docker/prod/Dockerfile
@@ -0,0 +1,37 @@
+FROM python:3.11-slim AS builder
+
+WORKDIR /build
+
+COPY requirements.txt .
+RUN pip install --no-cache-dir --prefix=/install -r requirements.txt
+
+
+FROM python:3.11-slim
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y \
+    curl \
+    libgl1 \
+    libglib2.0-0 \
+    libxcb1 \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY --from=builder /install /usr/local
+
+# Copy only app code, not data/ temp/ tests/ docs/ etc.
+COPY app/ ./app/
+COPY requirements.txt .
+
+ENV PYTHONPATH=/app
+
+# Data dirs created here; actual storage comes from mounted volumes at runtime.
+RUN mkdir -p /data/db /data/uploads && chmod +x /entrypoint.sh
+
+EXPOSE 8000
+
+CMD ["gunicorn", "app.main:app", \
+     "--worker-class", "uvicorn.workers.UvicornWorker", \
+     "--bind", "0.0.0.0:8000", \
+     "--access-logfile", "-", \
+     "--error-logfile", "-"]
diff --git a/docker/prod/compose.yml b/docker/prod/compose.yml
new file mode 100644
index 00000000..edd2fa49
--- /dev/null
+++ b/docker/prod/compose.yml
@@ -0,0 +1,90 @@
+services:
+  ollama:
+    image: ollama/ollama:latest
+    container_name: fireform-ollama
+    ports:
+      - "127.0.0.1:11434:11434"
+    volumes:
+      - ollama_data:/root/.ollama
+    networks:
+      - fireform-network
+    restart: unless-stopped
+    healthcheck:
+      test: ["CMD-SHELL", "ollama list || exit 1"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+      start_period: 30s
+
+  whisper:
+    image: onerahmet/openai-whisper-asr-webservice:latest
+    container_name: fireform-whisper
+    environment:
+      - ASR_ENGINE=faster_whisper
+      - ASR_MODEL=${WHISPER_MODEL}
+      - ASR_MODEL_PATH=/data/whisper
+    volumes:
+      - whisper_models:/data/whisper
+    ports:
+      - "127.0.0.1:9000:9000"
+    networks:
+      - fireform-network
+    restart: unless-stopped
+    healthcheck:
+      test: ["CMD-SHELL", "python3 -c \"import urllib.request; urllib.request.urlopen('http://localhost:9000/docs')\" || exit 1"]
+      interval: 15s
+      timeout: 5s
+      retries: 5
+      start_period: 60s
+
+  app:
+    build:
+      context: ../..
+      dockerfile: docker/prod/Dockerfile
+    container_name: fireform-app
+    depends_on:
+      ollama:
+        condition: service_healthy
+      whisper:
+        condition: service_started
+    command: ["gunicorn", "app.main:app",
+              "--worker-class", "uvicorn.workers.UvicornWorker",
+              "--bind", "0.0.0.0:8000",
+              "--access-logfile", "-",
+              "--error-logfile", "-"]
+    volumes:
+      - fireform_db:/data/db
+      - fireform_uploads:/data/uploads
+    ports:
+      - "${APP_PORT}:8000"
+    environment:
+      - PYTHONUNBUFFERED=1
+      - CUDA_VISIBLE_DEVICES=
+      - PYTHONPATH=/app
+      - OLLAMA_HOST=${OLLAMA_HOST}
+      - OLLAMA_TIMEOUT=${OLLAMA_TIMEOUT}
+      - OLLAMA_MODEL=${OLLAMA_MODEL}
+      - WHISPER_HOST=${WHISPER_HOST}
+      - FIREFORM_DB_PATH=/data/db/fireform.db
+      - FIREFORM_DATA_DIR=/data/uploads
+      - FIREFORM_TEMPLATE_DIR=/data/uploads
+      - FIREFORM_DB_ECHO=false
+      - FRONTEND_ORIGINS=${FRONTEND_ORIGINS}
+      - WEB_CONCURRENCY=${GUNICORN_WORKERS}
+    networks:
+      - fireform-network
+    restart: unless-stopped
+
+volumes:
+  ollama_data:
+    driver: local
+  whisper_models:
+    driver: local
+  fireform_db:
+    driver: local
+  fireform_uploads:
+    driver: local
+
+networks:
+  fireform-network:
+    driver: bridge

From 0bc991a5cade6d7cdd085d7211b2728049057209 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 4 Jun 2026 15:43:36 +0530
Subject: [PATCH 09/85] Updated Makefile: added make init command to run a
 project initilization setup. added init-env, select ollama model scripts.
 Updated docker compose path proposed in #526 and #527

---
 Makefile                | 102 +++++++++++++++++++++-----------------
 scripts/check-deps.sh   |  51 +++++++++++++++++++
 scripts/init-env.sh     |  35 +++++++++++++
 scripts/select-model.sh | 107 ++++++++++++++++++++++++++++++++++++++++
 4 files changed, 251 insertions(+), 44 deletions(-)
 create mode 100755 scripts/check-deps.sh
 create mode 100755 scripts/init-env.sh
 create mode 100755 scripts/select-model.sh

diff --git a/Makefile b/Makefile
index 3f155338..13ea3665 100644
--- a/Makefile
+++ b/Makefile
@@ -1,8 +1,10 @@
-.PHONY: help build up down logs shell exec pull-model test clean fireform logs-app logs-ollama logs-frontend super-clean
+.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean
 
-# The extraction model pulled into Ollama and used by src/llm.py. Override with
-# `make pull-model OLLAMA_MODEL=...`. A 1.5B model keeps per-field fills fast.
-OLLAMA_MODEL ?= qwen2.5:1.5b
+COMPOSE     = docker compose -f docker/dev/compose.yml --env-file docker/.env.dev
+ENV_DEV     = docker/.env.dev
+
+# Read OLLAMA_MODEL from .env.dev at runtime; fall back to default if file absent.
+OLLAMA_MODEL = $(shell grep -E '^OLLAMA_MODEL=' $(ENV_DEV) 2>/dev/null | cut -d= -f2 | tr -d '[:space:]' || echo qwen2.5:1.5b)
 
 help:
 	@printf '%s\n' \
@@ -13,72 +15,84 @@ help:
 	'/_/    /_//_/   \___/ /_/    \____/_/  /_/ /_/ /_/ ' \
 	''
 	@echo ""
-	@echo "Fireform Development Commands"
+	@echo "FireForm Development Commands"
 	@echo "=============================="
-	@echo "make fireform     - Build and start containers, then open a shell"
+	@echo "make init         - First-time setup: check deps, create .env.dev, pick model"
+	@echo "make fireform     - Build images, start containers, pull Ollama model"
 	@echo "make build        - Build Docker images"
-	@echo "make up           - Start all containers"
+	@echo "make up           - Start all containers (detached)"
 	@echo "make down         - Stop all containers"
-	@echo "make logs         - View container logs"
-	@echo "make logs-app     - View API container logs"
-	@echo "make logs-frontend - View frontend container logs"
-	@echo "make logs-ollama  - View Ollama container logs"
-	@echo "make shell        - Open Python shell in app container"
-	@echo "make exec         - Execute Python script in container"
-	@echo "make pull-model   - Pull the extraction model ($(OLLAMA_MODEL)) into Ollama"
-	@echo "make test         - Run tests"
-	@echo "make clean        - Remove containers"
-	@echo "make super-clean  - [CAUTION] Use carefully. Cleans up ALL stopped  containers, networks, build cache..."
-
-# Fix #382 — pull-model is now part of the main setup flow
-# The extraction model is pulled automatically before you need it
-fireform: build up pull-model
+	@echo "make logs         - Stream all container logs"
+	@echo "make logs-app     - Stream app container logs"
+	@echo "make logs-ollama  - Stream Ollama container logs"
+	@echo "make shell        - Open shell in running app container"
+	@echo "make pull-model   - Pull Ollama model from .env.dev ($(OLLAMA_MODEL))"
+	@echo "make test         - Run test suite"
+	@echo "make clean        - Stop containers (preserves volumes)"
+	@echo "make super-clean  - [CAUTION] Stop containers, delete volumes, prune Docker"
+
+init:
+	@chmod +x scripts/check-deps.sh scripts/init-env.sh scripts/select-model.sh
+	@sh scripts/check-deps.sh
+	@sh scripts/init-env.sh
+	@sh scripts/select-model.sh
+	@printf "Build containers and pull model now? [y/N] "; \
+	read answer; \
+	case "$$answer" in \
+		[yY]*) $(MAKE) fireform ;; \
+		*) echo "Run 'make fireform' when ready." ;; \
+	esac
+
+fireform: build up
+	@printf "Waiting for Ollama to be ready..."
+	@until $(COMPOSE) exec -T ollama ollama list > /dev/null 2>&1; do \
+		printf '.'; sleep 2; \
+	done
+	@echo " ready."
+	@if $(COMPOSE) exec -T ollama ollama list 2>/dev/null | grep -q "^$(OLLAMA_MODEL)"; then \
+		echo "  Model $(OLLAMA_MODEL) already pulled."; \
+	else \
+		echo "  Pulling $(OLLAMA_MODEL)..."; \
+		$(COMPOSE) exec -T ollama ollama pull $(OLLAMA_MODEL); \
+	fi
 	@echo ""
-	@echo "✅ FireForm is ready!"
-	@echo "   Frontend: http://localhost:5173"
+	@echo "FireForm is ready!"
 	@echo "   API:      http://localhost:8000"
 	@echo "   API Docs: http://localhost:8000/docs"
 	@echo ""
 	@echo "Run 'make logs' to view live logs, 'make down' to stop."
 
 build:
-	docker compose build
+	@$(COMPOSE) build --progress=quiet
 
 up:
-	docker compose up -d
+	@$(COMPOSE) up -d
 
 down:
-	docker compose down
+	@$(COMPOSE) down --remove-orphans
 
 logs:
-	docker compose logs -f
+	@$(COMPOSE) logs -f
 
 logs-app:
-	docker compose logs -f app
+	@$(COMPOSE) logs -f app
 
 logs-ollama:
-	docker compose logs -f ollama
-
-logs-frontend:
-	docker compose logs -f frontend
+	@$(COMPOSE) logs -f ollama
 
 shell:
-	docker compose exec app /bin/bash
-
-# Start the FastAPI server inside the running container
-run:
-	docker compose exec app uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
-
+	@$(COMPOSE) exec app /bin/sh
 
 pull-model:
-	docker compose exec ollama ollama pull $(OLLAMA_MODEL)
+	@$(COMPOSE) exec -T ollama ollama pull $(OLLAMA_MODEL)
 
-# Fix — correct test directory (was src/test/ which doesn't exist)
 test:
-	docker compose exec app python3 -m pytest tests/ -v
+	@$(COMPOSE) exec -T app python3 -m pytest tests/ -v
 
 clean:
-	docker compose down -v
+	@$(COMPOSE) down
+
 super-clean:
-	docker compose down -v
-	docker system prune 
+	@echo "WARNING: this will delete all volumes (database, uploads, model weights)."
+	@$(COMPOSE) down -v
+	@docker system prune -f
diff --git a/scripts/check-deps.sh b/scripts/check-deps.sh
new file mode 100755
index 00000000..3c4484e7
--- /dev/null
+++ b/scripts/check-deps.sh
@@ -0,0 +1,51 @@
+#!/bin/sh
+set -e
+
+PASS=0
+FAIL=1
+errors=0
+
+check() {
+    label="$1"
+    shift
+    if "$@" > /dev/null 2>&1; then
+        echo "  [ok] $label"
+    else
+        echo "  [!!] $label"
+        errors=$((errors + 1))
+    fi
+}
+
+echo ""
+echo "Checking dependencies..."
+echo "========================"
+
+# Docker daemon running
+check "Docker daemon is running" docker info
+
+# docker compose v2 (plugin form, not legacy docker-compose)
+check "docker compose v2 available" docker compose version
+
+# Minimum Docker version: 24 (BuildKit cache mounts stable)
+DOCKER_VERSION=$(docker version --format '{{.Server.Version}}' 2>/dev/null | cut -d. -f1)
+if [ -n "$DOCKER_VERSION" ] && [ "$DOCKER_VERSION" -ge 24 ] 2>/dev/null; then
+    echo "  [ok] Docker version >= 24 (found $(docker version --format '{{.Server.Version}}' 2>/dev/null))"
+else
+    echo "  [!!] Docker version >= 24 required (found $(docker version --format '{{.Server.Version}}' 2>/dev/null || echo 'unknown'))"
+    echo "       BuildKit cache mounts in docker/dev/Dockerfile require Docker 24+."
+    errors=$((errors + 1))
+fi
+
+echo ""
+
+if [ "$errors" -gt 0 ]; then
+    echo "$errors check(s) failed. Fix the above before continuing."
+    echo ""
+    echo "  Install Docker:          https://docs.docker.com/get-docker/"
+    echo "  Upgrade Docker Desktop:  https://docs.docker.com/desktop/release-notes/"
+    echo ""
+    exit 1
+fi
+
+echo "All checks passed."
+echo ""
diff --git a/scripts/init-env.sh b/scripts/init-env.sh
new file mode 100755
index 00000000..c2c08040
--- /dev/null
+++ b/scripts/init-env.sh
@@ -0,0 +1,35 @@
+#!/bin/sh
+set -e
+
+ENV_EXAMPLE="docker/.env.example"
+ENV_DEV="docker/.env.dev"
+
+echo ""
+echo "Setting up environment..."
+echo "========================="
+
+if [ ! -f "$ENV_EXAMPLE" ]; then
+    echo "Error: $ENV_EXAMPLE not found. Are you running from the repo root?"
+    exit 1
+fi
+
+if [ -f "$ENV_DEV" ]; then
+    printf "  %s already exists. Overwrite? [y/N] " "$ENV_DEV"
+    read -r answer
+    case "$answer" in
+        [yY]*)
+            cp "$ENV_EXAMPLE" "$ENV_DEV"
+            echo "  Overwritten."
+            ;;
+        *)
+            echo "  Kept existing $ENV_DEV."
+            ;;
+    esac
+else
+    cp "$ENV_EXAMPLE" "$ENV_DEV"
+    echo "  Created $ENV_DEV from $ENV_EXAMPLE."
+fi
+
+echo ""
+echo "  Review docker/.env.dev and adjust values if needed before running 'make fireform'."
+echo ""
diff --git a/scripts/select-model.sh b/scripts/select-model.sh
new file mode 100755
index 00000000..4b3c9d36
--- /dev/null
+++ b/scripts/select-model.sh
@@ -0,0 +1,107 @@
+#!/bin/sh
+set -e
+
+ENV_DEV="docker/.env.dev"
+COMPOSE="docker compose -f docker/dev/compose.yml --env-file $ENV_DEV"
+
+# model name | approx size
+MODELS="qwen2.5:1.5b|~1GB qwen2.5:3b|~2GB qwen2.5:7b|~4GB llama3.2:3b|~2GB mistral:7b|~4GB"
+
+current_model=""
+if [ -f "$ENV_DEV" ]; then
+    current_model=$(grep -E '^OLLAMA_MODEL=' "$ENV_DEV" | cut -d= -f2 | tr -d '[:space:]')
+fi
+
+echo ""
+echo "Select Ollama model"
+echo "==================="
+[ -n "$current_model" ] && echo "  Current: $current_model"
+echo ""
+
+i=1
+for entry in $MODELS; do
+    name=$(echo "$entry" | cut -d'|' -f1)
+    size=$(echo "$entry" | cut -d'|' -f2)
+    if [ "$name" = "${current_model}" ]; then
+        echo "  $i) $name  $size  [current]"
+    else
+        echo "  $i) $name  $size"
+    fi
+    i=$((i + 1))
+done
+echo "  $i) Enter custom model name"
+i=$((i + 1))
+echo "  $i) Keep current"
+echo ""
+printf "Choice [1-$i]: "
+read -r choice
+
+total=$(echo "$MODELS" | wc -w | tr -d '[:space:]')
+keep_choice=$((total + 2))
+custom_choice=$((total + 1))
+
+if [ "$choice" = "$keep_choice" ] || [ -z "$choice" ]; then
+    echo "  Keeping current model: ${current_model:-qwen2.5:1.5b}"
+    echo ""
+    exit 0
+fi
+
+if [ "$choice" = "$custom_choice" ]; then
+    printf "  Enter model name (e.g. phi3:mini): "
+    read -r selected
+    if [ -z "$selected" ]; then
+        echo "  No model entered. Keeping current."
+        echo ""
+        exit 0
+    fi
+    selected_size="unknown size"
+else
+    # Validate numeric choice in range
+    if ! echo "$choice" | grep -qE '^[0-9]+$' || [ "$choice" -lt 1 ] || [ "$choice" -gt "$total" ]; then
+        echo "  Invalid choice. Keeping current model."
+        echo ""
+        exit 0
+    fi
+    i=1
+    for entry in $MODELS; do
+        if [ "$i" = "$choice" ]; then
+            selected=$(echo "$entry" | cut -d'|' -f1)
+            selected_size=$(echo "$entry" | cut -d'|' -f2)
+        fi
+        i=$((i + 1))
+    done
+fi
+
+# Patch OLLAMA_MODEL in .env.dev
+tmp=$(mktemp)
+sed "s|^OLLAMA_MODEL=.*|OLLAMA_MODEL=$selected|" "$ENV_DEV" > "$tmp"
+mv "$tmp" "$ENV_DEV"
+echo ""
+echo "  OLLAMA_MODEL set to: $selected"
+
+# If container is running, check and optionally pull immediately.
+# If not running, the caller (make init) handles the pull prompt.
+if $COMPOSE ps ollama 2>/dev/null | grep -q "running"; then
+    if $COMPOSE exec -T ollama ollama list 2>/dev/null | grep -q "^$selected"; then
+        echo "  Model already pulled. Nothing to download."
+        echo ""
+        exit 0
+    fi
+
+    echo ""
+    printf "  Model not yet downloaded ($selected_size). Pull now? [y/N] "
+    read -r pull_answer
+    case "$pull_answer" in
+        [yY]*)
+            echo ""
+            $COMPOSE exec -T ollama ollama pull "$selected"
+            echo ""
+            echo "  Model ready."
+            ;;
+        *)
+            echo "  Skipped. Run 'make pull-model' when ready."
+            ;;
+    esac
+fi
+
+echo ""

From e2e066265130f51d93eec4e8491b9bf1b9f48257 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sat, 6 Jun 2026 03:44:31 +0530
Subject: [PATCH 10/85] remove unwanted html files under docs/ which is already
 migrated to fireform-core/fireform-website

---
 docs/dpg.html     | 203 -------------------
 docs/index.html   | 176 -----------------
 docs/privacy.html |  97 ---------
 docs/styles.css   | 488 ----------------------------------------------
 docs/terms.html   | 152 ---------------
 5 files changed, 1116 deletions(-)
 delete mode 100644 docs/dpg.html
 delete mode 100644 docs/index.html
 delete mode 100644 docs/privacy.html
 delete mode 100644 docs/styles.css
 delete mode 100644 docs/terms.html

diff --git a/docs/dpg.html b/docs/dpg.html
deleted file mode 100644
index 47371bc6..00000000
--- a/docs/dpg.html
+++ /dev/null
@@ -1,203 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>FireForm - Digital Public Good & SDG Relevance</title>
-    <meta name="description" content="FireForm is a Digital Public Good. Learn about our relevance to the UN's Sustainable Development Goals.">
-    <link rel="stylesheet" href="styles.css">
-    <link rel="preconnect" href="https://fonts.googleapis.com">
-    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
-    <link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;600;800&display=swap" rel="stylesheet">
-</head>
-<body>
-    <div class="background-effects">
-        <div class="glow red-glow"></div>
-        <div class="glow orange-glow"></div>
-    </div>
-
-    <nav class="navbar">
-        <div class="container">
-            <div class="logo">
-                <a href="index.html" style="color: inherit; text-decoration: none;"><span class="fire-icon">🔥</span> FireForm</a>
-            </div>
-            <div class="nav-links">
-                <a href="index.html" class="github-link" style="margin-right: 15px;">Home</a>
-                <a href="https://github.com/fireform-core/FireForm" target="_blank" rel="noopener noreferrer" class="github-link">
-                    GitHub
-                </a>
-            </div>
-        </div>
-    </nav>
-
-    <main class="hero" style="min-height: auto; padding-top: 120px; padding-bottom: 60px;">
-        <div class="container">
-            <div class="hero-content">
-                <div class="badge">Digital Public Good</div>
-                <h1 class="hero-title">SDG <span class="gradient-text">Relevance</span></h1>
-                <p class="hero-subtitle" style="text-align: left;">
-                    FireForm is proud to be an open-source Digital Public Good, dedicated to advancing the United Nations' Sustainable Development Goals (SDGs). By drastically reducing the administrative burden on first responders, we enable emergency services to operate more efficiently, safely, and transparently.
-                </p>
-            </div>
-        </div>
-    </main>
-
-    <div class="container" style="padding-bottom: 80px;">
-        <div class="features-section">
-            <h2 class="section-heading" style="text-align: left;">Relevant Sustainable Development Goals</h2>
-            
-            <div class="features-grid" style="grid-template-columns: 1fr; gap: 30px;">
-                
-                <div class="feature-card" style="text-align: left; padding: 40px; display: flex; flex-direction: column; align-items: flex-start;">
-                    <div class="feature-icon" style="margin-bottom: 20px;">🏢</div>
-                    <h3 style="margin-bottom: 15px;">SDG 16: Peace, Justice and Strong Institutions</h3>
-                    <p style="margin-bottom: 10px;"><strong>Target 16.6:</strong> Develop effective, accountable and transparent institutions at all levels.</p>
-                    <p><strong>How FireForm contributes:</strong> By unifying and digitizing the reporting structure for firefighters and other emergency responders, FireForm builds stronger, more accountable local institutions. Emergency services can seamlessly share critical incident data across county lines, sheriff departments, and EMS, ensuring transparency and highly effective public service administration without the overhead of repetitive paperwork.</p>
-                </div>
-
-                <div class="feature-card" style="text-align: left; padding: 40px; display: flex; flex-direction: column; align-items: flex-start;">
-                    <div class="feature-icon" style="margin-bottom: 20px;">🏙️</div>
-                    <h3 style="margin-bottom: 15px;">SDG 11: Sustainable Cities and Communities</h3>
-                    <p style="margin-bottom: 10px;"><strong>Target 11.b:</strong> By 2020, substantially increase the number of cities and human settlements adopting and implementing integrated policies and plans towards inclusion, resource efficiency, mitigation and adaptation to climate change, resilience to disasters...</p>
-                    <p><strong>How FireForm contributes:</strong> FireForm directly enhances a city's resilience to disasters by giving first responders hours of their time back. Instead of doing administrative work, firefighters can focus on training, disaster mitigation, and responding to emergencies, ultimately creating safer and more resilient communities.</p>
-                </div>
-
-                <div class="feature-card" style="text-align: left; padding: 40px; display: flex; flex-direction: column; align-items: flex-start;">
-                    <div class="feature-icon" style="margin-bottom: 20px;">💡</div>
-                    <h3 style="margin-bottom: 15px;">SDG 9: Industry, Innovation and Infrastructure</h3>
-                    <p style="margin-bottom: 10px;"><strong>Target 9.4:</strong> By 2030, upgrade infrastructure and retrofit industries to make them sustainable, with increased resource-use efficiency and greater adoption of clean and environmentally sound technologies and industrial processes...</p>
-                    <p><strong>How FireForm contributes:</strong> FireForm modernizes the outdated infrastructure of first responder reporting. By leveraging open-source AI locally, it serves as an innovative digital infrastructure that makes emergency management more resource-efficient and environmentally sound (eliminating physical paperwork and reducing digital redundancies).</p>
-                </div>
-
-            </div>
-
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Clear Ownership & Accountability</h2>
-                <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        In accordance with the Digital Public Goods Alliance requirements for Open Software, the ownership and accountability of the FireForm project and all its produced assets are clearly defined. 
-                    </p>
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        <strong>Accountable Entity:</strong> The intellectual property and copyright of the software code and content are owned by the original core creators: Juan Álvarez Sánchez, Manuel Carriedo Garrido, Vincent Harkins, Marc Vergés, and Jan Sans.
-                    </p>
-                    <p style="line-height: 1.6;">
-                        This ownership is publicly documented and verifiable across our project's assets:
-                    </p>
-                    <ul style="margin-top: 15px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>Software License:</strong> Detailed in our public <a href="https://github.com/fireform-core/FireForm/blob/main/LICENSE" style="color: #64b5f6;" target="_blank">MIT License</a>.</li>
-                        <li><strong>Source Repository:</strong> Explicitly stated in our <a href="https://github.com/fireform-core/FireForm#readme" style="color: #64b5f6;" target="_blank">GitHub README page</a>.</li>
-                        <li><strong>Public Website:</strong> Documented here on our official project website.</li>
-                    </ul>
-                </div>
-            </div>
-            
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Platform Independence</h2>
-                <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        In accordance with the Digital Public Goods Alliance requirements for Open Software and Open AI Systems, FireForm guarantees platform independence. We do not rely on mandatory proprietary dependencies or closed components that would restrict our MIT License.
-                    </p>
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        <strong>Core Dependencies:</strong>
-                    </p>
-                    <ul style="margin-bottom: 20px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>Frontend:</strong> React, Electron, Node.js. (Declared in <code>frontend/package.json</code>)</li>
-                        <li><strong>Backend:</strong> Python, FastAPI, SQLite. (Declared in <code>requirements.txt</code>)</li>
-                        <li><strong>AI System (Optional):</strong> <a href="https://ollama.com/" style="color: #64b5f6;" target="_blank">Ollama</a> running open-weight models like Mistral. All inference runs locally. <em>Note: The AI features are optional and not core to the main functionality of FireForm (which operates as a digital form and template manager). The AI extraction can be disabled in the application settings. Furthermore, this local Ollama dependency can be swapped with any other LLM service.</em></li>
-                    </ul>
-                    <p style="line-height: 1.6;">
-                        <strong>Dependency Graph (SBOM):</strong> All components and their versions in our software supply chain are automatically tracked by our source repository. You can view our full dependency graph and SBOM directly on our <a href="https://github.com/fireform-core/FireForm/network/dependencies" style="color: #64b5f6;" target="_blank">GitHub repository</a>. If any proprietary components are ever integrated, they will be strictly optional and replaceable with open alternatives without modifying the core solution.
-                    </p>
-                </div>
-            </div>
-
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Mechanism for Extracting Data</h2>
-                <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        Digital public goods must ensure that data and content can be extracted or imported in a non-proprietary format. FireForm embraces this requirement at the core of its architecture:
-                    </p>
-                    <ul style="margin-bottom: 20px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>Standard Format (JSON):</strong> All data extracted by the LLM—whether non-PII or PII—is formatted and exported natively as a non-proprietary <strong>JSON</strong> object. This makes it instantly compatible with any modern software or data pipeline without vendor lock-in.</li>
-                        <li><strong>Open Storage (SQLite):</strong> Metadata, templates, and local configuration are stored using <strong>SQLite</strong>, an open, serverless database engine. The data is saved locally in a <code>fireform.db</code> file, which can be easily extracted, backed up, and read by hundreds of open-source tools.</li>
-                        <li><strong>API Access:</strong> Our local Python FastAPI backend exposes these JSON objects and database entries, allowing automated systems to securely extract the data.</li>
-                    </ul>
-                    <p style="line-height: 1.6;">
-                        By standardizing on JSON and SQLite, FireForm guarantees that emergency departments retain full ownership and accessibility of their data at all times.
-                    </p>
-                </div>
-            </div>
-
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Privacy & Applicable Laws</h2>
-                <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        FireForm is designed from the ground up with a <strong>privacy-first, local-only architecture</strong>. Because emergency incident reports frequently contain sensitive Personally Identifiable Information (PII), we guarantee that no data ever leaves the user's device. 
-                    </p>
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        By eliminating cloud servers and third-party APIs, FireForm enables first responder organizations to easily comply with the world's most stringent data protection laws, including:
-                    </p>
-                    <ul style="margin-bottom: 20px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>HIPAA (Health Insurance Portability and Accountability Act):</strong> Ensures EMS medical data remains entirely offline and secure.</li>
-                        <li><strong>CCPA (California Consumer Privacy Act):</strong> Ensures no consumer data is shared or sold.</li>
-                        <li><strong>GDPR (General Data Protection Regulation):</strong> Enforces strict data minimization and localizes data subjects' rights.</li>
-                    </ul>
-                    <p style="line-height: 1.6;">
-                        For full details on our consent management procedures, data minimization practices, and how the solution was designed to comply with HIPAA, CCPA, and GDPR, please read our official <a href="privacy.html" style="color: #64b5f6;" target="_blank">Privacy Policy</a>.
-                    </p>
-                </div>
-            </div>
-
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Do No Harm by Design</h2>
-                <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        FireForm is committed to anticipating and preventing harm by design, strictly adhering to the DPGA's framework:
-                    </p>
-                    <ul style="margin-bottom: 20px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>9A. Data Privacy & Security:</strong> Because our solution handles sensitive incident data (PII), we mitigate risk by strictly operating offline. Data is never exposed to public networks, avoiding data breaches. (See our <a href="privacy.html" style="color: #64b5f6;" target="_blank">Privacy Policy</a>).</li>
-                        <li><strong>9B. Inappropriate & Illegal Content:</strong> FireForm is an enterprise productivity tool for emergency responders, not a social platform. It does not host public user-generated content, completely mitigating the risk of distributing illegal or misleading public content.</li>
-                        <li><strong>9C. Protection from Harassment:</strong> There is no public user-to-user interaction within the app. For our open-source contributor community, we strictly enforce our <a href="https://github.com/fireform-core/FireForm/blob/main/CODE_OF_CONDUCT.md" style="color: #64b5f6;" target="_blank">Code of Conduct</a> to protect against harassment and abuse.</li>
-                    </ul>
-                </div>
-            </div>
-
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Standards & Best Practices</h2>
-                <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                    <p style="margin-bottom: 20px; line-height: 1.6;">
-                        FireForm strictly aligns with globally recognized standards and best practices curated by the DPGA to ensure high-quality, interoperable, and sustainable software:
-                    </p>
-                    <h3 style="margin-bottom: 15px; font-size: 1.2rem;">Adhered Standards:</h3>
-                    <ul style="margin-bottom: 20px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>JSON & UTF-8 (Data Interchange):</strong> All incident data extracted by our AI system is structured purely as JSON with UTF-8 encoding.</li>
-                        <li><strong>OpenAPI & REST (Data Exchange):</strong> Our Python backend is built with FastAPI, which automatically generates interactive OpenAPI specifications and follows RESTful architectural patterns.</li>
-                    </ul>
-                    <h3 style="margin-bottom: 15px; font-size: 1.2rem; margin-top: 30px;">Adhered Best Practices:</h3>
-                    <ul style="margin-bottom: 20px; margin-left: 20px; line-height: 1.6;">
-                        <li><strong>Community:</strong> We maintain a welcoming environment through our <a href="https://github.com/fireform-core/FireForm/blob/main/CODE_OF_CONDUCT.md" style="color: #64b5f6;" target="_blank">Code of Conduct</a> and clear <a href="https://github.com/fireform-core/FireForm/blob/main/CONTRIBUTING.md" style="color: #64b5f6;" target="_blank">Contribution Guidelines</a>.</li>
-                        <li><strong>Lifecycle Management:</strong> All codebase modifications use Git for Change Management. We track progress with Tagged Releases and strictly adhere to Semantic Versioning.</li>
-                        <li><strong>Interoperability & Architecture:</strong> We prioritize Open Standards and File Formats, modularized Programmatic APIs, and strict Dependency Management.</li>
-                    </ul>
-                </div>
-            </div>
-
-            <div style="margin-top: 60px;">
-                <h2 class="section-heading" style="text-align: left;">Public Communications & Mission</h2>
-                <p style="color: rgba(255, 255, 255, 0.8); line-height: 1.6; font-size: 1.1rem; margin-bottom: 20px;">
-                    Our mission is to build software that protects the people who protect us. FireForm was originally conceived and won 1st place at the Reboot the Earth hackathon, hosted by the UN and UC Santa Cruz, specifically targeting solutions for a better, more sustainable future. 
-                </p>
-                <p style="color: rgba(255, 255, 255, 0.8); line-height: 1.6; font-size: 1.1rem;">
-                    We believe that modern technology like Local LLMs should be leveraged as public goods, accessible to any department regardless of budget, to help them better serve their communities.
-                </p>
-            </div>
-        </div>
-    </div>
-
-    <footer>
-        <div class="container">
-            <p>FireForm is a Digital Public Good. Licensed under MIT.</p>
-        </div>
-    </footer>
-</body>
-</html>
diff --git a/docs/index.html b/docs/index.html
deleted file mode 100644
index d01e95ec..00000000
--- a/docs/index.html
+++ /dev/null
@@ -1,176 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>FireForm - Report Once, File Everywhere</title>
-    <meta name="description" content="FireForm is an open-source, AI-powered system designed to help first responders eliminate redundant paperwork. Download the desktop app now.">
-    <link rel="stylesheet" href="styles.css">
-    <link rel="preconnect" href="https://fonts.googleapis.com">
-    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
-    <link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;600;800&display=swap" rel="stylesheet">
-</head>
-<body>
-    <div class="background-effects">
-        <div class="glow red-glow"></div>
-        <div class="glow orange-glow"></div>
-    </div>
-
-    <nav class="navbar">
-        <div class="container">
-            <div class="logo">
-                <span class="fire-icon">🔥</span> FireForm
-            </div>
-            <div class="nav-links">
-                <a href="dpg.html" class="github-link" style="margin-right: 15px;">
-                    DPG & SDGs
-                </a>
-                <a href="terms.html" class="github-link" style="margin-right: 15px;">Terms</a>
-                <a href="https://github.com/fireform-core/FireForm" target="_blank" rel="noopener noreferrer" class="github-link">
-                    GitHub
-                </a>
-            </div>
-        </div>
-    </nav>
-
-    <main class="hero">
-        <div class="container">
-            <div class="hero-content">
-                <div class="badge">Reboot the Earth Hackathon Winner</div>
-                <h1 class="hero-title">Report Once, <br><span class="gradient-text">File Everywhere.</span></h1>
-                <p class="hero-subtitle">
-                    An open-source, AI-powered system built to solve administrative overhead for first responders. Save hundreds of hours by eliminating redundant paperwork.
-                </p>
-                
-                <div class="download-section">
-                    <h2 class="download-heading">Download FireForm v1.0.0</h2>
-                    <div class="button-group">
-                        <a href="https://github.com/fireform-core/FireForm/releases/latest/download/FireForm-1.0.0.dmg" class="btn btn-primary" aria-label="Download for macOS">
-                            <span class="os-icon">🍎</span>
-                            <div class="btn-text">
-                                <span class="os-name">macOS</span>
-                                <span class="file-type">.dmg Installer</span>
-                            </div>
-                        </a>
-                        
-                        <a href="https://github.com/fireform-core/FireForm/releases/latest/download/FireForm-1.0.0.exe" class="btn btn-primary" aria-label="Download for Windows">
-                            <span class="os-icon">🪟</span>
-                            <div class="btn-text">
-                                <span class="os-name">Windows</span>
-                                <span class="file-type">.exe Installer</span>
-                            </div>
-                        </a>
-                        
-                        <a href="https://github.com/fireform-core/FireForm/releases/latest/download/FireForm-1.0.0.AppImage" class="btn btn-primary" aria-label="Download for Linux">
-                            <span class="os-icon">🐧</span>
-                            <div class="btn-text">
-                                <span class="os-name">Linux</span>
-                                <span class="file-type">.AppImage</span>
-                            </div>
-                        </a>
-                    </div>
-                    <a href="https://github.com/fireform-core/FireForm/releases" class="view-all-link" target="_blank" rel="noopener noreferrer">View all releases and notes →</a>
-                </div>
-            </div>
-            
-            <section class="about-section" style="margin-top: 60px; margin-bottom: 60px;">
-                <h2 class="section-heading">Digital Public Good</h2>
-                <div class="about-card" style="text-align: center; display: flex; flex-direction: column; align-items: center; padding: 40px;">
-                    <div class="about-content" style="margin-bottom: 20px;">
-                        <p style="font-size: 1.1rem; color: rgba(255, 255, 255, 0.9);">FireForm is proudly recognized as a <strong>Digital Public Good (DPG)</strong>. We are committed to advancing the United Nations' Sustainable Development Goals (SDGs).</p>
-                    </div>
-                    <a href="dpg.html" class="btn btn-primary" style="display: inline-flex; width: auto; padding: 12px 24px; justify-content: center; text-decoration: none;">Learn about our SDG Relevance →</a>
-                </div>
-            </section>
-
-            <div class="features-section">
-                <h2 class="section-heading">Current Features</h2>
-                <div class="features-grid">
-                    <div class="feature-card">
-                        <div class="feature-icon">📝</div>
-                        <h3>Smart PDF Conversion</h3>
-                        <p>Automatically turn any non-fillable PDF into a fillable, standardized template.</p>
-                    </div>
-                    <div class="feature-card">
-                        <div class="feature-icon">💾</div>
-                        <h3>Local Template Database</h3>
-                        <p>Store your templates in a local DB. Recover past templates and quickly generate new forms.</p>
-                    </div>
-                    <div class="feature-card">
-                        <div class="feature-icon">🎙️</div>
-                        <h3>Voice or Text Input</h3>
-                        <p>Provide input via text or voice transcription. A single input drives everything.</p>
-                    </div>
-                    <div class="feature-card">
-                        <div class="feature-icon">🤖</div>
-                        <h3>Automated LLM Filling</h3>
-                        <p>Our local LLM extracts relevant information and automatically populates the documents.</p>
-                    </div>
-                </div>
-            </div>
-
-            <div class="features-section future-roadmap">
-                <h2 class="section-heading">Future Roadmap</h2>
-                <div class="timeline">
-                    <div class="timeline-item">
-                        <div class="timeline-dot"></div>
-                        <div class="timeline-content">
-                            <div class="feature-icon">🌍</div>
-                            <h3>External Data APIs</h3>
-                            <p>Connect to APIs to automatically fetch climate, location, and other external data.</p>
-                        </div>
-                    </div>
-                    <div class="timeline-item">
-                        <div class="timeline-dot"></div>
-                        <div class="timeline-content">
-                            <div class="feature-icon">📊</div>
-                            <h3>Insightful Dashboard</h3>
-                            <p>Visualize your reports with comprehensive graphics and statistics.</p>
-                        </div>
-                    </div>
-                    <div class="timeline-item">
-                        <div class="timeline-dot"></div>
-                        <div class="timeline-content">
-                            <div class="feature-icon">🧠</div>
-                            <h3>ML Field Detection</h3>
-                            <p>Machine learning models for advanced, automatic form field detection.</p>
-                        </div>
-                    </div>
-                    <div class="timeline-item">
-                        <div class="timeline-dot"></div>
-                        <div class="timeline-content">
-                            <div class="feature-icon">📑</div>
-                            <h3>Advanced PDF Features</h3>
-                            <p>More powerful PDF manipulation, merging, and management tools.</p>
-                        </div>
-                    </div>
-                </div>
-            </div>
-
-            <section class="about-section">
-                <h2 class="section-heading">About the Project</h2>
-                <div class="about-card">
-                    <div class="about-content">
-                        <p>FireForm was born at a Silicon Valley hackathon organized by the <strong>United Nations</strong>, <strong>University of California</strong>, and <strong>CalFire</strong>.</p>
-                        <p>After winning first place, the project was awarded a 6-month mentorship by <strong>Salesforce</strong>. We are also proud to be part of <strong>Google Summer of Code</strong>, welcoming new collaborators to scale our impact.</p>
-                    </div>
-                    <div class="contact-links">
-                        <h3>Interested in collaborating?</h3>
-                        <div class="social-badges">
-                            <a href="mailto:contact@fireform.example.com" class="badge-link">📧 Email Us</a>
-                            <a href="https://github.com/fireform-core/FireForm" class="badge-link" target="_blank">💻 GitHub</a>
-                            <a href="#" class="badge-link" target="_blank">🔗 LinkedIn</a>
-                        </div>
-                    </div>
-                </div>
-            </section>
-        </div>
-    </main>
-
-    <footer>
-        <div class="container">
-            <p>FireForm is a Digital Public Good. Licensed under MIT. &nbsp;·&nbsp; <a href="privacy.html" style="color: rgba(255,255,255,0.4); text-decoration: none;">Privacy Policy</a> &nbsp;·&nbsp; <a href="terms.html" style="color: rgba(255,255,255,0.4); text-decoration: none;">Terms of Service</a></p>
-        </div>
-    </footer>
-</body>
-</html>
diff --git a/docs/privacy.html b/docs/privacy.html
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--- a/docs/privacy.html
+++ /dev/null
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-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>FireForm - Privacy Policy</title>
-    <meta name="description" content="FireForm Privacy Policy. Learn how we protect your data through local-first architecture.">
-    <link rel="stylesheet" href="styles.css">
-    <link rel="preconnect" href="https://fonts.googleapis.com">
-    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
-    <link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;600;800&display=swap" rel="stylesheet">
-</head>
-<body>
-    <div class="background-effects">
-        <div class="glow red-glow"></div>
-        <div class="glow orange-glow"></div>
-    </div>
-
-    <nav class="navbar">
-        <div class="container">
-            <div class="logo">
-                <a href="index.html" style="color: inherit; text-decoration: none;"><span class="fire-icon">🔥</span> FireForm</a>
-            </div>
-            <div class="nav-links">
-                <a href="index.html" class="github-link" style="margin-right: 15px;">Home</a>
-                <a href="dpg.html" class="github-link" style="margin-right: 15px;">DPG & SDGs</a>
-                <a href="terms.html" class="github-link" style="margin-right: 15px;">Terms</a>
-                <a href="https://github.com/fireform-core/FireForm" target="_blank" rel="noopener noreferrer" class="github-link">
-                    GitHub
-                </a>
-            </div>
-        </div>
-    </nav>
-
-    <main class="hero" style="min-height: auto; padding-top: 120px; padding-bottom: 60px;">
-        <div class="container">
-            <div class="hero-content">
-                <h1 class="hero-title">Privacy <span class="gradient-text">Policy</span></h1>
-                <p class="hero-subtitle" style="text-align: left;">
-                    FireForm is built on the principle of privacy by design. Our architecture guarantees that your data, including Personally Identifiable Information (PII), never leaves your device.
-                </p>
-            </div>
-        </div>
-    </main>
-
-    <div class="container" style="padding-bottom: 80px;">
-        <div class="features-section">
-            
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">1. Local-First Architecture</h3>
-                <p style="margin-bottom: 20px; line-height: 1.6;">
-                    FireForm is a completely offline, local-first application. All processing, including voice transcription and AI-based information extraction, is performed on your local hardware using local Large Language Models (LLMs) via Ollama. 
-                </p>
-                <p style="line-height: 1.6;">
-                    We do not use cloud APIs, we do not have central servers that collect your data, and we do not track telemetry. Therefore, we do not collect, process, or share any PII with third parties.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">2. Data Collection and Usage</h3>
-                <p style="margin-bottom: 20px; line-height: 1.6;">
-                    The only data collected by FireForm is the information you explicitly input (voice memos, text, and PDF templates) to generate incident reports. This data is stored locally on your device in a local SQLite database and standard JSON files. You maintain full ownership and control over this data, and can delete it or export it at any time.
-                </p>
-                <p style="line-height: 1.6;">
-                    Because all data remains on your device, consent management and data subject requests are fully within the control of the user or the deploying organization (e.g., the fire department).
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">3. Compliance with Applicable Laws</h3>
-                <p style="margin-bottom: 20px; line-height: 1.6;">
-                    By guaranteeing that data never leaves the host machine, FireForm enables deploying organizations to easily comply with the strictest data protection and privacy laws worldwide. We specifically support compliance with:
-                </p>
-                <ul style="margin-left: 20px; line-height: 1.6;">
-                    <li><strong>Health Insurance Portability and Accountability Act (HIPAA):</strong> By ensuring EMS and healthcare-related incident data remains entirely offline and secure on the local device.</li>
-                    <li><strong>California Consumer Privacy Act (CCPA) / CPRA:</strong> No consumer data is shared or sold. The local architecture defaults to maximum privacy.</li>
-                    <li><strong>General Data Protection Regulation (GDPR):</strong> Complete data minimization and localized processing ensures that no unauthorized cross-border data transfers occur, and data subjects' rights are easily managed locally.</li>
-                </ul>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px;">
-                <h3 style="margin-bottom: 15px;">4. Contact Us</h3>
-                <p style="line-height: 1.6;">
-                    If you have any questions about this Privacy Policy or how FireForm handles data, please contact the core maintainers via our <a href="https://github.com/fireform-core/FireForm" style="color: #64b5f6;">GitHub Repository</a>.
-                </p>
-            </div>
-
-        </div>
-    </div>
-
-    <footer>
-        <div class="container">
-            <p>FireForm is a Digital Public Good. Licensed under MIT. &nbsp;·&nbsp; <a href="privacy.html" style="color: rgba(255,255,255,0.4); text-decoration: none;">Privacy Policy</a> &nbsp;·&nbsp; <a href="terms.html" style="color: rgba(255,255,255,0.4); text-decoration: none;">Terms of Service</a></p>
-        </div>
-    </footer>
-</body>
-</html>
diff --git a/docs/styles.css b/docs/styles.css
deleted file mode 100644
index 4f3dae70..00000000
--- a/docs/styles.css
+++ /dev/null
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-.container {
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-    padding: 0 2rem;
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-    font-weight: 600;
-    padding: 0.5rem 1rem;
-    border: 1px solid var(--border-color);
-    border-radius: 8px;
-    transition: all 0.3s ease;
-}
-
-.github-link:hover {
-    background: var(--border-color);
-    box-shadow: 0 0 15px var(--glow-color);
-}
-
-/* Hero Section */
-.hero {
-    flex: 1;
-    display: flex;
-    align-items: center;
-    padding: 6rem 0;
-}
-
-.hero-content {
-    text-align: center;
-    max-width: 800px;
-    margin: 0 auto;
-}
-
-.badge {
-    display: inline-block;
-    padding: 0.4rem 1rem;
-    background: rgba(255, 149, 0, 0.1);
-    border: 1px solid var(--accent-orange);
-    color: var(--accent-orange);
-    border-radius: 20px;
-    font-size: 0.9rem;
-    font-weight: 600;
-    margin-bottom: 1.5rem;
-    box-shadow: 0 0 15px rgba(255, 149, 0, 0.2);
-}
-
-.hero-title {
-    font-size: 4rem;
-    font-weight: 800;
-    line-height: 1.1;
-    margin-bottom: 1.5rem;
-    letter-spacing: -1px;
-}
-
-.gradient-text {
-    background: linear-gradient(135deg, var(--accent-red), var(--accent-orange));
-    -webkit-background-clip: text;
-    -webkit-text-fill-color: transparent;
-    background-clip: text;
-}
-
-.hero-subtitle {
-    font-size: 1.25rem;
-    color: var(--text-secondary);
-    margin-bottom: 3rem;
-    font-weight: 300;
-}
-
-/* Download Section */
-.download-section {
-    background: var(--bg-card);
-    border: 1px solid var(--border-color);
-    border-radius: 24px;
-    padding: 3rem 2rem;
-    backdrop-filter: blur(10px);
-    -webkit-backdrop-filter: blur(10px);
-    box-shadow: 0 20px 40px rgba(0,0,0,0.4), inset 0 0 0 1px rgba(255,255,255,0.05);
-}
-
-.download-heading {
-    font-size: 1.5rem;
-    margin-bottom: 2rem;
-    font-weight: 600;
-}
-
-.button-group {
-    display: grid;
-    grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
-    gap: 1.5rem;
-    margin-bottom: 2rem;
-}
-
-.btn {
-    display: flex;
-    align-items: center;
-    gap: 1rem;
-    padding: 1.25rem;
-    border-radius: 16px;
-    text-decoration: none;
-    transition: all 0.3s cubic-bezier(0.175, 0.885, 0.32, 1.275);
-    background: rgba(25, 15, 15, 0.8);
-    border: 1px solid var(--border-color);
-    position: relative;
-    overflow: hidden;
-}
-
-.btn::before {
-    content: '';
-    position: absolute;
-    top: 0;
-    left: 0;
-    width: 100%;
-    height: 100%;
-    background: linear-gradient(135deg, rgba(255,59,48,0.1), rgba(255,149,0,0.1));
-    opacity: 0;
-    transition: opacity 0.3s ease;
-}
-
-.btn:hover {
-    transform: translateY(-5px) scale(1.02);
-    border-color: var(--accent-orange);
-    box-shadow: 0 15px 30px rgba(255, 59, 48, 0.2);
-}
-
-.btn:hover::before {
-    opacity: 1;
-}
-
-.os-icon {
-    font-size: 2rem;
-    z-index: 1;
-}
-
-.btn-text {
-    display: flex;
-    flex-direction: column;
-    align-items: flex-start;
-    z-index: 1;
-}
-
-.os-name {
-    color: var(--text-primary);
-    font-weight: 600;
-    font-size: 1.1rem;
-}
-
-.file-type {
-    color: var(--text-secondary);
-    font-size: 0.85rem;
-}
-
-.view-all-link {
-    color: var(--accent-orange);
-    text-decoration: none;
-    font-size: 0.95rem;
-    font-weight: 600;
-    transition: color 0.2s ease;
-}
-
-.view-all-link:hover {
-    color: var(--text-primary);
-}
-
-/* Features Sections */
-.features-section {
-    margin-top: 5rem;
-}
-
-.section-heading {
-    text-align: center;
-    font-size: 2.2rem;
-    margin-bottom: 2.5rem;
-    color: var(--text-primary);
-    font-weight: 800;
-}
-
-.section-heading::after {
-    content: '';
-    display: block;
-    width: 60px;
-    height: 4px;
-    background: linear-gradient(135deg, var(--accent-red), var(--accent-orange));
-    margin: 1rem auto 0;
-    border-radius: 2px;
-}
-
-.features-grid {
-    display: grid;
-    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
-    gap: 2rem;
-}
-
-/* Timeline Styles */
-.timeline {
-    position: relative;
-    max-width: 800px;
-    margin: 0 auto;
-    padding: 2rem 0;
-}
-.timeline::before {
-    content: '';
-    position: absolute;
-    left: 50%;
-    top: 0;
-    bottom: 0;
-    width: 2px;
-    background: linear-gradient(to bottom, var(--accent-red), var(--accent-orange));
-    transform: translateX(-50%);
-}
-.timeline-item {
-    position: relative;
-    width: 50%;
-    padding: 1.5rem 3rem;
-}
-.timeline-item:nth-child(odd) {
-    left: 0;
-    text-align: right;
-}
-.timeline-item:nth-child(even) {
-    left: 50%;
-    text-align: left;
-}
-.timeline-dot {
-    position: absolute;
-    top: 50%;
-    width: 20px;
-    height: 20px;
-    background: var(--bg-dark);
-    border: 4px solid var(--accent-orange);
-    border-radius: 50%;
-    transform: translateY(-50%);
-    box-shadow: 0 0 10px var(--accent-orange);
-    z-index: 2;
-}
-.timeline-item:nth-child(odd) .timeline-dot {
-    right: -10px;
-}
-.timeline-item:nth-child(even) .timeline-dot {
-    left: -10px;
-}
-.timeline-content {
-    background: rgba(15, 10, 10, 0.4);
-    border: 1px dashed rgba(255, 149, 0, 0.3);
-    padding: 1.5rem;
-    border-radius: 16px;
-    transition: all 0.3s ease;
-}
-.timeline-item:hover .timeline-content {
-    background: rgba(255, 149, 0, 0.05);
-    border-style: solid;
-    border-color: var(--accent-orange);
-    transform: translateY(-5px);
-}
-
-.feature-card {
-    background: rgba(15, 10, 10, 0.4);
-    border: 1px solid rgba(255, 255, 255, 0.05);
-    padding: 2rem;
-    border-radius: 16px;
-    text-align: left;
-    transition: transform 0.3s ease, border-color 0.3s ease;
-}
-
-.feature-card:hover {
-    transform: translateY(-5px);
-    border-color: var(--border-color);
-}
-
-.feature-icon {
-    font-size: 2.5rem;
-    margin-bottom: 1rem;
-}
-
-.feature-card h3 {
-    margin-bottom: 0.5rem;
-    font-size: 1.2rem;
-}
-
-.feature-card p {
-    color: var(--text-secondary);
-    font-size: 0.95rem;
-}
-
-/* About Section Styles */
-.about-section {
-    margin-top: 5rem;
-    padding-bottom: 3rem;
-}
-.about-card {
-    background: linear-gradient(135deg, rgba(20, 10, 10, 0.8), rgba(40, 15, 15, 0.6));
-    border: 1px solid var(--border-color);
-    border-radius: 24px;
-    padding: 3rem;
-    display: flex;
-    flex-direction: column;
-    gap: 2rem;
-    box-shadow: 0 10px 30px rgba(0,0,0,0.5), inset 0 0 0 1px rgba(255,59,48,0.1);
-}
-.about-content {
-    font-size: 1.1rem;
-    color: var(--text-secondary);
-}
-.about-content p {
-    margin-bottom: 1rem;
-}
-.about-content strong {
-    color: var(--text-primary);
-}
-.contact-links {
-    margin-top: 1rem;
-    padding-top: 2rem;
-    border-top: 1px solid rgba(255, 255, 255, 0.05);
-}
-.contact-links h3 {
-    margin-bottom: 1rem;
-    font-size: 1.2rem;
-}
-.social-badges {
-    display: flex;
-    gap: 1rem;
-    flex-wrap: wrap;
-}
-.badge-link {
-    display: inline-flex;
-    align-items: center;
-    padding: 0.5rem 1rem;
-    background: rgba(255, 255, 255, 0.05);
-    border: 1px solid rgba(255, 255, 255, 0.1);
-    color: var(--text-primary);
-    text-decoration: none;
-    border-radius: 8px;
-    font-size: 0.95rem;
-    transition: all 0.2s ease;
-}
-.badge-link:hover {
-    background: rgba(255, 59, 48, 0.1);
-    border-color: var(--accent-red);
-    transform: translateY(-2px);
-}
-
-/* Footer */
-footer {
-    text-align: center;
-    padding: 2rem 0;
-    border-top: 1px solid rgba(255, 255, 255, 0.05);
-    color: rgba(255, 255, 255, 0.4);
-    font-size: 0.9rem;
-}
-
-/* Responsive */
-@media (max-width: 768px) {
-    .hero-title {
-        font-size: 2.8rem;
-    }
-    
-    .hero {
-        padding: 3rem 0;
-    }
-    
-    .download-section {
-        padding: 2rem 1.5rem;
-    }
-    
-    .timeline::before {
-        left: 20px;
-    }
-    .timeline-item {
-        width: 100%;
-        padding-left: 50px;
-        padding-right: 0;
-    }
-    .timeline-item:nth-child(odd), .timeline-item:nth-child(even) {
-        left: 0;
-        text-align: left;
-    }
-    .timeline-item:nth-child(odd) .timeline-dot, .timeline-item:nth-child(even) .timeline-dot {
-        left: 10px;
-        right: auto;
-    }
-    .about-card {
-        padding: 2rem 1.5rem;
-    }
-}
diff --git a/docs/terms.html b/docs/terms.html
deleted file mode 100644
index 557c1277..00000000
--- a/docs/terms.html
+++ /dev/null
@@ -1,152 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>FireForm - Terms of Service</title>
-    <meta name="description" content="FireForm Terms of Service. Understand the conditions under which you may use the FireForm open-source application.">
-    <link rel="stylesheet" href="styles.css">
-    <link rel="preconnect" href="https://fonts.googleapis.com">
-    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
-    <link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;600;800&display=swap" rel="stylesheet">
-</head>
-<body>
-    <div class="background-effects">
-        <div class="glow red-glow"></div>
-        <div class="glow orange-glow"></div>
-    </div>
-
-    <nav class="navbar">
-        <div class="container">
-            <div class="logo">
-                <a href="index.html" style="color: inherit; text-decoration: none;"><span class="fire-icon">🔥</span> FireForm</a>
-            </div>
-            <div class="nav-links">
-                <a href="index.html" class="github-link" style="margin-right: 15px;">Home</a>
-                <a href="dpg.html" class="github-link" style="margin-right: 15px;">DPG &amp; SDGs</a>
-                <a href="https://github.com/fireform-core/FireForm" target="_blank" rel="noopener noreferrer" class="github-link">
-                    GitHub
-                </a>
-            </div>
-        </div>
-    </nav>
-
-    <main class="hero" style="min-height: auto; padding-top: 120px; padding-bottom: 60px;">
-        <div class="container">
-            <div class="hero-content">
-                <h1 class="hero-title">Terms of <span class="gradient-text">Service</span></h1>
-                <p class="hero-subtitle" style="text-align: left;">
-                    By downloading, installing, or using FireForm you agree to the following terms. Please read them carefully. If you do not agree, do not use the software.
-                </p>
-                <p style="color: rgba(255,255,255,0.4); font-size: 0.9rem; text-align: left; margin-top: -1.5rem; margin-bottom: 1rem;">
-                    Last updated: May 2026
-                </p>
-            </div>
-        </div>
-    </main>
-
-    <div class="container" style="padding-bottom: 80px;">
-        <div class="features-section" style="margin-top: 0;">
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">1. Acceptance of Terms</h3>
-                <p style="line-height: 1.6;">
-                    These Terms of Service ("Terms") govern your access to and use of the FireForm software application, source code, documentation, and related materials (collectively, the "Software"). By using the Software you confirm that you are at least 18 years old (or the age of majority in your jurisdiction) and have the legal authority to accept these Terms on behalf of yourself or the organization you represent.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">2. Open-Source License</h3>
-                <p style="margin-bottom: 20px; line-height: 1.6;">
-                    FireForm is released under the <strong style="color: var(--text-primary);">MIT License</strong>. You are free to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software subject to the conditions stated in the LICENSE file included with every distribution and available in our <a href="https://github.com/fireform-core/FireForm/blob/main/LICENSE" target="_blank" rel="noopener noreferrer" style="color: #64b5f6;">GitHub repository</a>.
-                </p>
-                <p style="line-height: 1.6;">
-                    Nothing in these Terms restricts rights granted to you by the MIT License; they are intended solely to clarify responsibilities and limitations not addressed by that license.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">3. Permitted Use</h3>
-                <p style="margin-bottom: 15px; line-height: 1.6;">You may use FireForm for any lawful purpose, including:</p>
-                <ul style="margin-left: 20px; line-height: 1.8;">
-                    <li>Internal use by emergency services, public safety agencies, and fire departments.</li>
-                    <li>Research, academic, and non-commercial projects.</li>
-                    <li>Commercial deployments, provided you comply with the MIT License attribution requirements.</li>
-                    <li>Developing derivative works or integrations, subject to the MIT License terms.</li>
-                </ul>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">4. Prohibited Use</h3>
-                <p style="margin-bottom: 15px; line-height: 1.6;">You must not use FireForm to:</p>
-                <ul style="margin-left: 20px; line-height: 1.8;">
-                    <li>Violate any applicable law or regulation, including but not limited to laws governing data protection, privacy, and public safety reporting.</li>
-                    <li>Intentionally generate false, fraudulent, or misleading incident reports.</li>
-                    <li>Infringe the intellectual property rights of any third party.</li>
-                    <li>Introduce malware, exploits, or other harmful code into the Software or its dependencies.</li>
-                    <li>Use the Software in a manner that endangers the health or safety of any person.</li>
-                </ul>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">5. No Warranty</h3>
-                <p style="line-height: 1.6;">
-                    THE SOFTWARE IS PROVIDED <strong style="color: var(--text-primary);">"AS IS"</strong>, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND NON-INFRINGEMENT. THE FIREFORM CONTRIBUTORS DO NOT WARRANT THAT THE SOFTWARE WILL BE ERROR-FREE, UNINTERRUPTED, SECURE, OR THAT ANY DEFECTS WILL BE CORRECTED. USE OF THE SOFTWARE FOR CRITICAL PUBLIC-SAFETY OPERATIONS IS ENTIRELY AT YOUR OWN RISK AND YOUR ORGANIZATION'S DISCRETION.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">6. Limitation of Liability</h3>
-                <p style="line-height: 1.6;">
-                    TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, IN NO EVENT SHALL THE FIREFORM CONTRIBUTORS, MAINTAINERS, SPONSORS, OR AFFILIATED ORGANIZATIONS BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, OR PUNITIVE DAMAGES — INCLUDING LOSS OF DATA, REVENUE, GOODWILL, OR LIFE — ARISING OUT OF OR IN CONNECTION WITH THE USE OR INABILITY TO USE THE SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. IN JURISDICTIONS THAT DO NOT ALLOW THE EXCLUSION OF CERTAIN WARRANTIES OR LIMITATIONS OF LIABILITY, OUR LIABILITY IS LIMITED TO THE FULLEST EXTENT PERMITTED BY LAW.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">7. User-Generated Content and Data</h3>
-                <p style="margin-bottom: 20px; line-height: 1.6;">
-                    FireForm processes data exclusively on your local device. You retain full ownership of all incident reports, templates, voice recordings, and any other data you create or import. We do not access, store, or transmit your data.
-                </p>
-                <p style="line-height: 1.6;">
-                    You are solely responsible for the accuracy and legality of the data you enter into FireForm and for complying with any reporting obligations imposed by your jurisdiction or regulatory authority.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">8. Third-Party Components</h3>
-                <p style="line-height: 1.6;">
-                    FireForm integrates with third-party software, including <strong style="color: var(--text-primary);">Ollama</strong> for local LLM inference and <strong style="color: var(--text-primary);">Whisper</strong> for voice transcription. Your use of those components is governed by their respective licenses and terms. We make no representations or warranties regarding third-party software and are not responsible for any issues arising from their use.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">9. Contributions</h3>
-                <p style="line-height: 1.6;">
-                    Contributions to FireForm (pull requests, issues, documentation, etc.) are subject to our <a href="https://github.com/fireform-core/FireForm/blob/main/CONTRIBUTING.md" target="_blank" rel="noopener noreferrer" style="color: #64b5f6;">Contributing Guidelines</a> and <a href="https://github.com/fireform-core/FireForm/blob/main/CODE_OF_CONDUCT.md" target="_blank" rel="noopener noreferrer" style="color: #64b5f6;">Code of Conduct</a>. By submitting a contribution you confirm that you have the right to license it under the MIT License and that you grant the FireForm project a perpetual, worldwide, royalty-free license to use, reproduce, and distribute your contribution.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px; margin-bottom: 40px;">
-                <h3 style="margin-bottom: 15px;">10. Changes to These Terms</h3>
-                <p style="line-height: 1.6;">
-                    We may update these Terms from time to time. When we do, we will revise the "Last updated" date at the top of this page and, for material changes, post a notice in our GitHub repository. Continued use of FireForm after changes are posted constitutes your acceptance of the revised Terms.
-                </p>
-            </div>
-
-            <div class="feature-card" style="text-align: left; padding: 40px;">
-                <h3 style="margin-bottom: 15px;">11. Contact</h3>
-                <p style="line-height: 1.6;">
-                    If you have questions about these Terms, please reach out to the core maintainers via our <a href="https://github.com/fireform-core/FireForm" style="color: #64b5f6;">GitHub Repository</a>. We welcome feedback from deploying organizations and community members.
-                </p>
-            </div>
-
-        </div>
-    </div>
-
-    <footer>
-        <div class="container">
-            <p>FireForm is a Digital Public Good. Licensed under MIT. &nbsp;·&nbsp; <a href="privacy.html" style="color: rgba(255,255,255,0.4); text-decoration: none;">Privacy Policy</a> &nbsp;·&nbsp; <a href="terms.html" style="color: rgba(255,255,255,0.4); text-decoration: none;">Terms of Service</a></p>
-        </div>
-    </footer>
-</body>
-</html>

From a318ff976ab668e8cc0b6792c35fc4e2e93aafb5 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sun, 7 Jun 2026 20:33:01 +0530
Subject: [PATCH 11/85] added entrypoint, readme and updated docker file and
 compose

---
 .gitignore             |  3 ++-
 docker/.env.example    | 27 +++++++++++++++++++++++++++
 docker/README.md       | 31 +++++++++++++++++++++++++++++++
 docker/dev/compose.yml |  1 +
 docker/entrypoint.sh   | 10 ++++++++++
 docker/prod/Dockerfile |  2 ++
 6 files changed, 73 insertions(+), 1 deletion(-)
 create mode 100644 docker/.env.example
 create mode 100644 docker/README.md
 create mode 100755 docker/entrypoint.sh

diff --git a/.gitignore b/.gitignore
index 268a0ff2..1515bf38 100644
--- a/.gitignore
+++ b/.gitignore
@@ -28,4 +28,5 @@ frontend/release/
 # Local Claude Code instructions
 CLAUDE.md
 
-*temp/
\ No newline at end of file
+*temp/
+*.env*
\ No newline at end of file
diff --git a/docker/.env.example b/docker/.env.example
new file mode 100644
index 00000000..c4321ac7
--- /dev/null
+++ b/docker/.env.example
@@ -0,0 +1,27 @@
+# Copy this file to .env.dev or .env.prod and fill in values.
+# Never commit .env.dev or .env.prod — they are gitignored.
+
+# --- App ------------------------------------------------------------------
+APP_PORT=8000
+
+# --- Ollama ---------------------------------------------------------------
+# Ollama runs in Docker with port mapped to host. App runs on host.
+# Override to point at an external Ollama instance (e.g. a GPU server).
+OLLAMA_HOST=http://localhost:11434
+OLLAMA_MODEL=qwen2.5:1.5b
+OLLAMA_TIMEOUT=300
+
+# --- Whisper --------------------------------------------------------------
+# Whisper runs in Docker with port mapped to host. App runs on host.
+# Override to point at an external Whisper endpoint.
+WHISPER_HOST=http://localhost:9000
+WHISPER_MODEL=small.en
+
+# --- Gunicorn (prod only) -------------------------------------------------
+GUNICORN_WORKERS=2
+
+# --- CORS -----------------------------------------------------------------
+# Comma-separated list of allowed frontend origins.
+# Dev:  http://localhost:5173,http://127.0.0.1:5173
+# Prod: https://your-domain.com
+FRONTEND_ORIGINS=http://localhost:5173,http://127.0.0.1:5173
diff --git a/docker/README.md b/docker/README.md
new file mode 100644
index 00000000..e238c640
--- /dev/null
+++ b/docker/README.md
@@ -0,0 +1,31 @@
+# Docker
+
+```
+docker/
+  dev/
+    Dockerfile        # uvicorn --reload, source-mounted for hot reload
+    compose.yml
+  prod/
+    Dockerfile        # multi-stage build, gunicorn, no source mount
+    compose.yml
+  .env.example        # template — copy to .env.dev or .env.prod
+  .env.dev            # gitignored, dev values
+  .env.prod           # gitignored, prod values
+  entrypoint.sh       # runs DB migrations then exec's the server command
+  README.md
+```
+
+## Env vars
+
+See `.env.example` for the full list with descriptions.
+
+## Volumes
+
+`docker compose down` never removes volumes. Use `docker compose down -v` only to intentionally wipe all data.
+
+| Volume             | Path in container      | Purpose                             |
+| ------------------ | ---------------------- | ----------------------------------- |
+| `fireform_db`      | `/data/db/fireform.db` | SQLite database                     |
+| `fireform_uploads` | `/data/uploads`        | Uploaded templates + generated PDFs |
+| `ollama_data`      | `/root/.ollama`        | Ollama model weights                |
+| `whisper_models`   | `/data/whisper`        | Whisper model cache                 |
diff --git a/docker/dev/compose.yml b/docker/dev/compose.yml
index 5b7c2f04..cdb94ccd 100644
--- a/docker/dev/compose.yml
+++ b/docker/dev/compose.yml
@@ -45,6 +45,7 @@ services:
         condition: service_healthy
       whisper:
         condition: service_started
+    entrypoint: ["sh", "docker/entrypoint.sh"]
     command: ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
     volumes:
       - ../..:/app
diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh
new file mode 100755
index 00000000..84a81429
--- /dev/null
+++ b/docker/entrypoint.sh
@@ -0,0 +1,10 @@
+#!/bin/sh
+set -e
+
+# Ensure data directories exist (volumes may be empty on first run)
+mkdir -p /data/db /data/uploads
+
+# Run DB migrations / init before starting the server
+python3 -m app.db.init_db
+
+exec "$@"
diff --git a/docker/prod/Dockerfile b/docker/prod/Dockerfile
index 8ad8deab..f97d6dd5 100644
--- a/docker/prod/Dockerfile
+++ b/docker/prod/Dockerfile
@@ -22,6 +22,7 @@ COPY --from=builder /install /usr/local
 # Copy only app code, not data/ temp/ tests/ docs/ etc.
 COPY app/ ./app/
 COPY requirements.txt .
+COPY docker/entrypoint.sh /entrypoint.sh
 
 ENV PYTHONPATH=/app
 
@@ -30,6 +31,7 @@ RUN mkdir -p /data/db /data/uploads && chmod +x /entrypoint.sh
 
 EXPOSE 8000
 
+ENTRYPOINT ["/entrypoint.sh"]
 CMD ["gunicorn", "app.main:app", \
      "--worker-class", "uvicorn.workers.UvicornWorker", \
      "--bind", "0.0.0.0:8000", \

From eb20a9570b70559ad6dd92f665378ab53a8b4ad2 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sun, 7 Jun 2026 20:44:30 +0530
Subject: [PATCH 12/85] fixed tests, replaced api -> app.api following our
 current code structure

---
 tests/test_api.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tests/test_api.py b/tests/test_api.py
index 33b2c620..e98d16fd 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -125,7 +125,7 @@ def test_upload_pdf(self, client, pdf_upload, tmp_path, monkeypatch):
         # Point the upload directory inside tmp_path (which is inside the project
         # for the path-safety check — we monkeypatch the check).
         monkeypatch.setattr(
-            "api.routes.templates.PROJECT_ROOT",
+            "app.api.routes.templates.PROJECT_ROOT",
             tmp_path,
         )
         resp = client.post(
@@ -234,7 +234,7 @@ def fake_post(url, params=None, files=None, timeout=None):
             captured["files"] = files
             return fake_response
 
-        monkeypatch.setattr("api.routes.forms.requests.post", fake_post)
+        monkeypatch.setattr("app.api.routes.forms.requests.post", fake_post)
 
         audio = ("audio", ("recording.wav", io.BytesIO(b"RIFFfake"), "audio/wav"))
         resp = client.post("/forms/transcribe", files=[audio])
@@ -252,7 +252,7 @@ def test_list_models(self, client, monkeypatch):
         fake_response = MagicMock()
         fake_response.json.return_value = {"models": [{"name": "qwen2.5:3b"}, {"name": "mistral:latest"}]}
         fake_response.raise_for_status.return_value = None
-        monkeypatch.setattr("api.routes.forms.requests.get", lambda *a, **k: fake_response)
+        monkeypatch.setattr("app.api.routes.forms.requests.get", lambda *a, **k: fake_response)
         monkeypatch.setenv("OLLAMA_MODEL", "qwen2.5:1.5b")
 
         resp = client.get("/forms/models")
@@ -269,7 +269,7 @@ def test_list_models_ollama_down(self, client, monkeypatch):
         def boom(*a, **k):
             raise requests.exceptions.ConnectionError("down")
 
-        monkeypatch.setattr("api.routes.forms.requests.get", boom)
+        monkeypatch.setattr("app.api.routes.forms.requests.get", boom)
         monkeypatch.setenv("OLLAMA_MODEL", "qwen2.5:1.5b")
 
         resp = client.get("/forms/models")
@@ -296,7 +296,7 @@ def test_transcribe_service_unavailable(self, client, monkeypatch):
         def fake_post(*args, **kwargs):
             raise requests.exceptions.ConnectionError("no service")
 
-        monkeypatch.setattr("api.routes.forms.requests.post", fake_post)
+        monkeypatch.setattr("app.api.routes.forms.requests.post", fake_post)
 
         audio = ("audio", ("recording.wav", io.BytesIO(b"data"), "audio/wav"))
         resp = client.post("/forms/transcribe", files=[audio])
@@ -315,7 +315,7 @@ class TestE2EPipeline:
 
     def test_full_flow(self, client, mock_controller, pdf_upload, tmp_path, monkeypatch, db):
         # -- Step 1: Upload a PDF --
-        monkeypatch.setattr("api.routes.templates.PROJECT_ROOT", tmp_path)
+        monkeypatch.setattr("app.api.routes.templates.PROJECT_ROOT", tmp_path)
         upload_resp = client.post(
             "/templates/upload",
             files=[pdf_upload],

From b4f6c709f3b3e044b37a041a4ac24ef1356849b5 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 9 Jun 2026 03:46:45 +0530
Subject: [PATCH 13/85] added API contracts

---
 contracts/openapi.yaml                    |  98 +++
 contracts/path/extraction.yaml            | 313 ++++++++
 contracts/path/forms.yaml                 | 348 ++++++++
 contracts/path/incidents.yaml             | 313 ++++++++
 contracts/path/input.yaml                 | 247 ++++++
 contracts/path/jobs.yaml                  |  79 ++
 contracts/path/reporting.yaml             | 191 +++++
 contracts/path/system.yaml                | 152 ++++
 contracts/path/templates.yaml             | 267 +++++++
 contracts/schemas/canonical-incident.yaml | 930 ++++++++++++++++++++++
 contracts/schemas/common.yaml             | 129 +++
 contracts/schemas/enums.yaml              | 130 +++
 contracts/schemas/extraction-record.yaml  | 134 ++++
 contracts/schemas/form-record.yaml        | 198 +++++
 contracts/schemas/incident-record.yaml    | 150 ++++
 contracts/schemas/input-record.yaml       | 138 ++++
 contracts/schemas/reporting.yaml          | 112 +++
 contracts/schemas/system.yaml             | 101 +++
 contracts/schemas/template.yaml           | 144 ++++
 19 files changed, 4174 insertions(+)
 create mode 100644 contracts/openapi.yaml
 create mode 100644 contracts/path/extraction.yaml
 create mode 100644 contracts/path/forms.yaml
 create mode 100644 contracts/path/incidents.yaml
 create mode 100644 contracts/path/input.yaml
 create mode 100644 contracts/path/jobs.yaml
 create mode 100644 contracts/path/reporting.yaml
 create mode 100644 contracts/path/system.yaml
 create mode 100644 contracts/path/templates.yaml
 create mode 100644 contracts/schemas/canonical-incident.yaml
 create mode 100644 contracts/schemas/common.yaml
 create mode 100644 contracts/schemas/enums.yaml
 create mode 100644 contracts/schemas/extraction-record.yaml
 create mode 100644 contracts/schemas/form-record.yaml
 create mode 100644 contracts/schemas/incident-record.yaml
 create mode 100644 contracts/schemas/input-record.yaml
 create mode 100644 contracts/schemas/reporting.yaml
 create mode 100644 contracts/schemas/system.yaml
 create mode 100644 contracts/schemas/template.yaml

diff --git a/contracts/openapi.yaml b/contracts/openapi.yaml
new file mode 100644
index 00000000..3b19ea3c
--- /dev/null
+++ b/contracts/openapi.yaml
@@ -0,0 +1,98 @@
+openapi: 3.0.0
+
+info:
+  title: FireForm API
+  version: 1.0.0
+  description: |
+    Proposed API contract for FireForm as GSoC project 2026 by [chetanr25.in](https://chetanr25.in)
+  contact:
+    name: Chetan R
+    url: https://github.com/chetanr25
+    email: chetan250204@gmail.com
+
+servers:
+  - url: http://localhost:8080
+    description: Local FireForm instance (default)
+
+tags:
+  - name: input
+    description: Submit voice or text incident narratives
+  - name: extraction
+    description: AI-powered data extraction from narratives into canonical JSON
+  - name: forms
+    description: Generate agency-specific PDF forms from extracted data
+  - name: incidents
+    description: Manage incident records linking inputs, extractions, and forms
+  - name: reporting
+    description: Aggregate statistics and periodic report generation
+  - name: templates
+    description: Form template configuration and management
+  - name: system
+    description: Health checks, schema introspection, and system status
+  - name: jobs
+    description: Cross-cutting async job status polling
+
+paths:
+  # ── Layer 1: Input ──────────────────────────────────────────────
+  /api/v1/input/voice:
+    $ref: "path/input.yaml#/voice"
+  /api/v1/input/text:
+    $ref: "path/input.yaml#/text"
+  /api/v1/input/{input_id}:
+    $ref: "path/input.yaml#/input_by_id"
+
+  # ── Layer 2: AI Extraction ─────────────────────────────────────
+  /api/v1/extract/{input_id}:
+    $ref: "path/extraction.yaml#/extract_by_input"
+  /api/v1/extract/{extract_id}:
+    $ref: "path/extraction.yaml#/extract_by_id"
+  /api/v1/extract/{extract_id}/validate:
+    $ref: "path/extraction.yaml#/validate"
+
+  # ── Layer 3: Form Generation ───────────────────────────────────
+  /api/v1/forms/generate/all:
+    $ref: "path/forms.yaml#/generate_all"
+  /api/v1/forms/generate/{form_type}:
+    $ref: "path/forms.yaml#/generate_single"
+  /api/v1/forms/{form_id}:
+    $ref: "path/forms.yaml#/form_by_id"
+  /api/v1/forms/{form_id}/pdf:
+    $ref: "path/forms.yaml#/form_pdf"
+  /api/v1/forms/{form_id}/json:
+    $ref: "path/forms.yaml#/form_json"
+  /api/v1/forms/batch/{batch_id}:
+    $ref: "path/forms.yaml#/batch_by_id"
+
+  # ── Layer 4: Incident Management ───────────────────────────────
+  /api/v1/incidents:
+    $ref: "path/incidents.yaml#/incidents"
+  /api/v1/incidents/{incident_id}:
+    $ref: "path/incidents.yaml#/incident_by_id"
+
+  # ── Layer 5: Reporting & Analytics ─────────────────────────────
+  /api/v1/reports/summary:
+    $ref: "path/reporting.yaml#/summary"
+  /api/v1/reports/generate:
+    $ref: "path/reporting.yaml#/generate"
+  /api/v1/reports/{report_id}:
+    $ref: "path/reporting.yaml#/report_by_id"
+
+  # ── Layer 6: Templates & Configuration ─────────────────────────
+  /api/v1/templates:
+    $ref: "path/templates.yaml#/templates"
+  /api/v1/templates/{template_id}:
+    $ref: "path/templates.yaml#/template_by_id"
+  /api/v1/templates/{template_id}/fields:
+    $ref: "path/templates.yaml#/template_fields"
+
+  # ── Layer 7: System ────────────────────────────────────────────
+  /api/v1/health:
+    $ref: "path/system.yaml#/health"
+  /api/v1/schema/incident:
+    $ref: "path/system.yaml#/schema_incident"
+  /api/v1/schema/incident/versions:
+    $ref: "path/system.yaml#/schema_versions"
+
+  # ── Layer 8: Async Jobs ────────────────────────────────────────
+  /api/v1/jobs/{job_id}:
+    $ref: "path/jobs.yaml#/job_by_id"
diff --git a/contracts/path/extraction.yaml b/contracts/path/extraction.yaml
new file mode 100644
index 00000000..0e11309b
--- /dev/null
+++ b/contracts/path/extraction.yaml
@@ -0,0 +1,313 @@
+# Layer 2 AI Extraction Endpoints
+# POST /api/v1/extract/{input_id}
+# GET /api/v1/extract/{extract_id}
+# PATCH /api/v1/extract/{extract_id}
+# POST /api/v1/extract/{extract_id}/validate
+
+extract_by_input:
+  post:
+    operationId: createExtraction
+    summary: Start AI extraction from input narrative
+    description: |
+      Sends the narrative (from a previously submitted input) to the local Ollama
+      LLM with a structured prompt to extract all incident fields into the canonical
+      FireForm JSON schema. This is an asynchronous operation the LLM may take
+      30–120 seconds. Returns an extract_id and job_id for polling.
+    tags:
+      - extraction
+    parameters:
+      - name: input_id
+        in: path
+        required: true
+        description: ID of the input record to extract from
+        schema:
+          type: string
+          format: uuid
+    requestBody:
+      required: false
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/extraction-record.yaml#/ExtractionRequest"
+          example:
+            model_override: "llama3:8b"
+            extraction_hints:
+              incident_type: "wildland_fire"
+              state: "CA"
+    responses:
+      "202":
+        description: Extraction job queued successfully
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/AsyncJobResponse"
+            example:
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              job_id: "550e8400-e29b-41d4-a716-446655440098"
+              job_type: "extraction"
+              status: "processing"
+              input_id: "550e8400-e29b-41d4-a716-446655440001"
+              queued_at: "2024-07-15T14:30:00Z"
+              estimated_seconds: 60
+              poll_url: "/api/v1/extract/550e8400-e29b-41d4-a716-446655440020"
+      "404":
+        description: Input ID not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "INPUT_NOT_FOUND"
+              message: "Input with ID 550e8400-e29b-41d4-a716-446655440099 not found"
+      "409":
+        description: Conflict input not ready or extraction already exists
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            examples:
+              not_ready:
+                summary: Input still transcribing
+                value:
+                  error_code: "INPUT_NOT_READY"
+                  message: "Input is in 'transcribing' state. Wait until status is 'ready'."
+                  detail:
+                    current_status: "transcribing"
+              already_exists:
+                summary: Extraction already initiated for this input
+                value:
+                  error_code: "EXTRACTION_EXISTS"
+                  message: "An extraction already exists for this input"
+                  detail:
+                    existing_extract_id: "550e8400-e29b-41d4-a716-446655440020"
+      "503":
+        description: Ollama LLM service unavailable
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "LLM_UNAVAILABLE"
+              message: "Ollama LLM service is not available"
+              retry_after_seconds: 30
+              detail:
+                ollama_status: "connection_refused"
+
+extract_by_id:
+  get:
+    operationId: getExtraction
+    summary: Get extraction result by ID
+    description: |
+      Returns the full canonical FireForm JSON when extraction is complete, or
+      the current job status while still processing. When status is "completed",
+      the response body contains the entire canonical incident schema. When still
+      processing, includes a retry_after_seconds hint for polling.
+    tags:
+      - extraction
+    parameters:
+      - name: extract_id
+        in: path
+        required: true
+        description: Unique identifier of the extraction
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Extraction record (completed or in-progress)
+        content:
+          application/json:
+            schema:
+              oneOf:
+                - $ref: "../schemas/extraction-record.yaml#/ExtractionCompleted"
+                - $ref: "../schemas/extraction-record.yaml#/ExtractionProcessing"
+            examples:
+              completed:
+                summary: Extraction completed with canonical JSON
+                value:
+                  extract_id: "550e8400-e29b-41d4-a716-446655440020"
+                  input_id: "550e8400-e29b-41d4-a716-446655440001"
+                  status: "completed"
+                  completed_at: "2024-07-15T14:31:05Z"
+                  canonical_incident:
+                    schema_version: "1.1.0"
+                    schema_name: "fireform_canonical_incident"
+                    extraction_metadata:
+                      extract_id: "550e8400-e29b-41d4-a716-446655440020"
+                      confidence_score: 0.91
+                    incident:
+                      name: "Bear Creek Wildfire"
+              processing:
+                summary: Extraction still in progress
+                value:
+                  extract_id: "550e8400-e29b-41d4-a716-446655440020"
+                  input_id: "550e8400-e29b-41d4-a716-446655440001"
+                  status: "processing"
+                  started_at: "2024-07-15T14:30:00Z"
+                  retry_after_seconds: 5
+      "404":
+        description: Extraction not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "EXTRACT_NOT_FOUND"
+              message: "Extraction with ID 550e8400-e29b-41d4-a716-446655440099 not found"
+
+  patch:
+    operationId: updateExtraction
+    summary: Manually correct extracted fields
+    description: |
+      Allows a responder to correct any field in the canonical JSON after LLM
+      extraction. Uses JSON Merge Patch (RFC 7396) only send the fields that
+      changed. The server records an audit trail of all changes vs the original
+      LLM output and recalculates completeness scores and applicable_forms.
+    tags:
+      - extraction
+    parameters:
+      - name: extract_id
+        in: path
+        required: true
+        description: Unique identifier of the extraction to update
+        schema:
+          type: string
+          format: uuid
+    requestBody:
+      required: true
+      description: JSON Merge Patch (RFC 7396) only include changed fields
+      content:
+        application/merge-patch+json:
+          schema:
+            $ref: "../schemas/canonical-incident.yaml#/CanonicalIncident"
+          example:
+            fire:
+              estimated_damage_usd: 250000
+            casualties:
+              total_responder_injuries: 2
+    responses:
+      "200":
+        description: Extraction updated returns full updated canonical JSON
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/extraction-record.yaml#/ExtractionCompleted"
+      "404":
+        description: Extraction not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "409":
+        description: Extraction is locked (already submitted)
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "EXTRACT_LOCKED"
+              message: "Cannot modify extraction incident report has been submitted"
+              detail:
+                report_status: "submitted"
+                submitted_at: "2024-07-15T18:00:00Z"
+      "422":
+        description: Invalid field path or value
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "VALIDATION_ERROR"
+              message: "Invalid field path or value in patch"
+              validation_errors:
+                - field: "fire.cause_certainty"
+                  issue: "Must be one of: confirmed, probable, suspected, undetermined"
+                  value: "maybe"
+
+validate:
+  post:
+    operationId: validateExtraction
+    summary: Validate extraction against a form's requirements
+    description: |
+      Validates the canonical JSON against a specific form type's field requirements.
+      Returns whether the extraction has all required fields, which recommended
+      fields are missing, and any warnings. Useful for checking "can I generate
+      a NERIS report with what I have?" before triggering form generation.
+    tags:
+      - extraction
+    parameters:
+      - name: extract_id
+        in: path
+        required: true
+        description: Unique identifier of the extraction to validate
+        schema:
+          type: string
+          format: uuid
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            type: object
+            required:
+              - form_type
+            properties:
+              form_type:
+                $ref: "../schemas/enums.yaml#/FormType"
+          example:
+            form_type: "neris"
+    responses:
+      "200":
+        description: Validation result
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/extraction-record.yaml#/ValidationResult"
+            example:
+              valid: true
+              form_type: "neris"
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              missing_required: []
+              missing_recommended:
+                - "fire.detector_present"
+                - "fire.detector_operated"
+              warnings:
+                - "fire.estimated_damage_usd is null NERIS recommends providing damage estimates"
+              field_coverage_percent: 94
+      "404":
+        description: Extraction not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "422":
+        description: Unknown form type
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "UNKNOWN_FORM_TYPE"
+              message: "Form type 'xyz' is not recognized"
+              detail:
+                valid_form_types:
+                  - neris
+                  - nemsis_epcr
+                  - nibrs
+                  - nfirs_basic
+                  - nfirs_fire
+                  - nfirs_structure
+                  - nfirs_wildland
+                  - nfirs_ems
+                  - nfirs_hazmat
+                  - nfirs_apparatus
+                  - nfirs_personnel
+                  - nfirs_arson
+                  - nfirs_casualty_civilian
+                  - nfirs_casualty_responder
+                  - cal_fire_ics209
+                  - osha_301
+                  - un_ssirs
+                  - state_georgia
+                  - state_california
+                  - state_new_york
diff --git a/contracts/path/forms.yaml b/contracts/path/forms.yaml
new file mode 100644
index 00000000..b920b41a
--- /dev/null
+++ b/contracts/path/forms.yaml
@@ -0,0 +1,348 @@
+# Layer 3 Form Generation Endpoints
+# POST /api/v1/forms/generate/all
+# POST /api/v1/forms/generate/{form_type}
+# GET /api/v1/forms/{form_id}
+# GET /api/v1/forms/{form_id}/pdf
+# GET /api/v1/forms/{form_id}/json
+# GET /api/v1/forms/batch/{batch_id}
+
+generate_all:
+  post:
+    operationId: generateAllForms
+    summary: Generate all applicable forms from an extraction
+    description: |
+      Triggers batch generation of ALL forms listed in the extraction's
+      extraction_metadata.applicable_forms. This is an async batch job.
+      Use skip_incomplete to skip forms that fail validation, or force_partial
+      to generate forms with blank fields where data is missing.
+    tags:
+      - forms
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/form-record.yaml#/GenerateAllRequest"
+          example:
+            extract_id: "550e8400-e29b-41d4-a716-446655440020"
+            options:
+              skip_incomplete: true
+              force_partial: false
+    responses:
+      "202":
+        description: Batch form generation job accepted
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/form-record.yaml#/BatchGenerateResponse"
+            example:
+              batch_id: "550e8400-e29b-41d4-a716-446655440030"
+              status: "processing"
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              forms_queued:
+                - "neris"
+                - "nfirs_basic"
+                - "nfirs_wildland"
+              forms_skipped:
+                - form_type: "nemsis_epcr"
+                  reason: "Missing required fields: ems.patients[0].date_of_birth"
+              estimated_seconds: 45
+              poll_url: "/api/v1/forms/batch/550e8400-e29b-41d4-a716-446655440030"
+      "404":
+        description: Extract ID not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "409":
+        description: Extraction not yet completed
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "EXTRACT_NOT_COMPLETED"
+              message: "Extraction is still processing. Wait until status is 'completed'."
+              detail:
+                current_status: "processing"
+      "422":
+        description: No applicable forms found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "NO_APPLICABLE_FORMS"
+              message: "No forms are applicable for this extraction's incident type"
+
+generate_single:
+  post:
+    operationId: generateSingleForm
+    summary: Generate one specific form type
+    description: |
+      Generates a single agency-specific form from the canonical extraction data.
+      The form_type path parameter specifies which form to generate. If the extraction
+      is missing required fields for this form, returns 422 unless force_partial is true.
+    tags:
+      - forms
+    parameters:
+      - name: form_type
+        in: path
+        required: true
+        description: Type of form to generate
+        schema:
+          $ref: "../schemas/enums.yaml#/FormType"
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/form-record.yaml#/GenerateSingleRequest"
+          example:
+            extract_id: "550e8400-e29b-41d4-a716-446655440020"
+            options:
+              output_format: "pdf"
+              force_partial: false
+    responses:
+      "202":
+        description: Form generation job accepted
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/form-record.yaml#/FormGenerateResponse"
+            example:
+              form_id: "550e8400-e29b-41d4-a716-446655440040"
+              form_type: "neris"
+              status: "processing"
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              job_id: "550e8400-e29b-41d4-a716-446655440097"
+              estimated_seconds: 15
+              poll_url: "/api/v1/forms/550e8400-e29b-41d4-a716-446655440040"
+      "404":
+        description: Extract ID not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "422":
+        description: Validation failure or form not in applicable list
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "FORM_VALIDATION_FAILED"
+              message: "Extraction is missing required fields for NERIS form"
+              detail:
+                form_type: "neris"
+                missing_fields:
+                  - "incident.types[0].neris_code"
+                  - "location.coordinates"
+              validation_errors:
+                - field: "incident.types[0].neris_code"
+                  issue: "Required field is null"
+
+form_by_id:
+  get:
+    operationId: getForm
+    summary: Get form metadata and status
+    description: |
+      Returns the form record including generation status, associated extract and
+      incident IDs, and a field_mapping_summary showing how canonical fields were
+      mapped to the form's agency-specific fields (for audit/transparency).
+    tags:
+      - forms
+    parameters:
+      - name: form_id
+        in: path
+        required: true
+        description: Unique identifier of the generated form
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Form record found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/form-record.yaml#/FormRecord"
+            example:
+              form_id: "550e8400-e29b-41d4-a716-446655440040"
+              form_type: "neris"
+              status: "completed"
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              incident_id: "550e8400-e29b-41d4-a716-446655440050"
+              created_at: "2024-07-15T14:32:00Z"
+              completed_at: "2024-07-15T14:32:12Z"
+              pdf_ready: true
+              json_ready: true
+              field_mapping_summary:
+                total_form_fields: 85
+                fields_filled: 72
+                fields_blank: 13
+                coverage_percent: 84.7
+      "404":
+        description: Form not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+
+form_pdf:
+  get:
+    operationId: downloadFormPdf
+    summary: Download filled PDF form
+    description: |
+      Returns the filled PDF binary file for the specified form. If the form
+      generation is still in progress, returns 202 Accepted with a retry_after
+      hint. The Content-Disposition header is set for browser download.
+    tags:
+      - forms
+    parameters:
+      - name: form_id
+        in: path
+        required: true
+        description: Unique identifier of the form to download
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Filled PDF file
+        content:
+          application/pdf:
+            schema:
+              type: string
+              format: binary
+        headers:
+          Content-Disposition:
+            description: Attachment filename for download
+            schema:
+              type: string
+              example: 'attachment; filename="NERIS_FF-2024-CA-0157.pdf"'
+      "202":
+        description: Form generation still in progress
+        content:
+          application/json:
+            schema:
+              type: object
+              properties:
+                message:
+                  type: string
+                status:
+                  type: string
+                retry_after_seconds:
+                  type: integer
+            example:
+              message: "Form generation is still in progress"
+              status: "processing"
+              retry_after_seconds: 5
+      "404":
+        description: Form not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "500":
+        description: PDF generation failed
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "PDF_GENERATION_FAILED"
+              message: "Failed to generate PDF for form"
+              detail:
+                reason: "Template file corrupted or missing"
+
+form_json:
+  get:
+    operationId: getFormJson
+    summary: Get form-specific field-mapped JSON
+    description: |
+      Returns the form-specific JSON with fields mapped to the agency's expected
+      format not the canonical FireForm schema, but the actual field names and
+      structure that the target agency system expects. Useful for future direct
+      API submission to agency systems.
+    tags:
+      - forms
+    parameters:
+      - name: form_id
+        in: path
+        required: true
+        description: Unique identifier of the form
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Form-specific mapped JSON
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/form-record.yaml#/FormMappedJson"
+            example:
+              form_type: "neris"
+              form_version: "2.0"
+              form_id: "550e8400-e29b-41d4-a716-446655440040"
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              agency_fields:
+                incident_type: "wildland-fire"
+                incident_date: "2024-07-10"
+                alarm_time: "13:52"
+                acres_burned: 1247
+                cause: "natural"
+      "404":
+        description: Form not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+
+batch_by_id:
+  get:
+    operationId: getBatchStatus
+    summary: Get batch form generation status
+    description: |
+      Returns the status of a batch form generation job including progress
+      for each individual form. Poll this endpoint after POST /forms/generate/all.
+    tags:
+      - forms
+    parameters:
+      - name: batch_id
+        in: path
+        required: true
+        description: Unique identifier of the batch job
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Batch job status
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/form-record.yaml#/BatchStatus"
+            example:
+              batch_id: "550e8400-e29b-41d4-a716-446655440030"
+              status: "completed"
+              total: 3
+              completed: 3
+              failed: 0
+              forms:
+                - form_id: "550e8400-e29b-41d4-a716-446655440040"
+                  form_type: "neris"
+                  status: "completed"
+                - form_id: "550e8400-e29b-41d4-a716-446655440041"
+                  form_type: "nfirs_basic"
+                  status: "completed"
+                - form_id: "550e8400-e29b-41d4-a716-446655440042"
+                  form_type: "nfirs_wildland"
+                  status: "completed"
+      "404":
+        description: Batch job not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
diff --git a/contracts/path/incidents.yaml b/contracts/path/incidents.yaml
new file mode 100644
index 00000000..810a311a
--- /dev/null
+++ b/contracts/path/incidents.yaml
@@ -0,0 +1,313 @@
+# Layer 4 Incident Management Endpoints
+# POST /api/v1/incidents
+# GET /api/v1/incidents
+# GET /api/v1/incidents/{incident_id}
+# PATCH /api/v1/incidents/{incident_id}
+# DELETE /api/v1/incidents/{incident_id}
+
+incidents:
+  post:
+    operationId: createIncident
+    summary: Create a full incident record
+    description: |
+      Creates a permanent incident record that links input, extraction, and
+      generated forms into a single coherent unit. Assigns a permanent incident_id
+      and stores the complete incident for future retrieval and reporting.
+    tags:
+      - incidents
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/incident-record.yaml#/CreateIncidentRequest"
+          example:
+            extract_id: "550e8400-e29b-41d4-a716-446655440020"
+            incident_number: "CA-SQF-2024-0421"
+            tags:
+              - "wildland"
+              - "mutual_aid"
+              - "lightning"
+    responses:
+      "201":
+        description: Incident record created
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/incident-record.yaml#/IncidentRecord"
+            example:
+              incident_id: "550e8400-e29b-41d4-a716-446655440050"
+              extract_id: "550e8400-e29b-41d4-a716-446655440020"
+              incident_number: "CA-SQF-2024-0421"
+              status: "draft"
+              forms_generated:
+                - form_id: "550e8400-e29b-41d4-a716-446655440040"
+                  form_type: "neris"
+                  status: "completed"
+              tags:
+                - "wildland"
+                - "mutual_aid"
+                - "lightning"
+              created_at: "2024-07-15T14:35:00Z"
+      "404":
+        description: Extract ID not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "409":
+        description: Duplicate incident number
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "DUPLICATE_INCIDENT_NUMBER"
+              message: "Incident number CA-SQF-2024-0421 already exists"
+              detail:
+                existing_incident_id: "550e8400-e29b-41d4-a716-446655440049"
+
+  get:
+    operationId: listIncidents
+    summary: List incidents with filtering
+    description: |
+      Returns a paginated list of incident records with optional filtering by
+      date range, incident type, and status. Supports sorting by date.
+      Maximum 100 results per page.
+    tags:
+      - incidents
+    parameters:
+      - name: date_from
+        in: query
+        description: Start date filter (inclusive, ISO 8601)
+        schema:
+          type: string
+          format: date
+      - name: date_to
+        in: query
+        description: End date filter (inclusive, ISO 8601)
+        schema:
+          type: string
+          format: date
+      - name: incident_type
+        in: query
+        description: Filter by incident category
+        schema:
+          $ref: "../schemas/enums.yaml#/IncidentCategory"
+      - name: status
+        in: query
+        description: Filter by report status
+        schema:
+          $ref: "../schemas/enums.yaml#/ReportStatus"
+      - name: page
+        in: query
+        description: Page number (1-based)
+        schema:
+          type: integer
+          minimum: 1
+          default: 1
+      - name: per_page
+        in: query
+        description: Items per page (max 100)
+        schema:
+          type: integer
+          minimum: 1
+          maximum: 100
+          default: 20
+      - name: sort
+        in: query
+        description: Sort order
+        schema:
+          type: string
+          enum:
+            - date_asc
+            - date_desc
+          default: date_desc
+    responses:
+      "200":
+        description: Paginated list of incidents
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/incident-record.yaml#/IncidentListResponse"
+            example:
+              data:
+                - incident_id: "550e8400-e29b-41d4-a716-446655440050"
+                  incident_number: "CA-SQF-2024-0421"
+                  status: "draft"
+                  incident_name: "Bear Creek Wildfire"
+                  incident_type: "fire"
+                  incident_date: "2024-07-10"
+                  forms_count: 3
+                  created_at: "2024-07-15T14:35:00Z"
+              pagination:
+                total: 42
+                page: 1
+                per_page: 20
+                total_pages: 3
+                has_next: true
+                has_prev: false
+      "422":
+        description: Invalid query parameter format
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "VALIDATION_ERROR"
+              message: "Invalid date format for date_from"
+              validation_errors:
+                - field: "date_from"
+                  issue: "Must be ISO 8601 date format (YYYY-MM-DD)"
+                  value: "15/07/2024"
+
+incident_by_id:
+  get:
+    operationId: getIncident
+    summary: Get full incident record
+    description: |
+      Returns the complete incident record including the linked canonical
+      extraction, all generated forms and their statuses, submission log,
+      and audit trail.
+    tags:
+      - incidents
+    parameters:
+      - name: incident_id
+        in: path
+        required: true
+        description: Unique identifier of the incident
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Full incident record
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/incident-record.yaml#/IncidentRecordFull"
+      "404":
+        description: Incident not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+
+  patch:
+    operationId: updateIncident
+    summary: Update incident metadata
+    description: |
+      Updates incident metadata such as status, tags, incident number, and notes.
+      Does NOT allow changing the underlying extraction data use PATCH /extract
+      for that. Submitted incidents cannot be modified.
+    tags:
+      - incidents
+    parameters:
+      - name: incident_id
+        in: path
+        required: true
+        description: Unique identifier of the incident to update
+        schema:
+          type: string
+          format: uuid
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/incident-record.yaml#/UpdateIncidentRequest"
+          example:
+            status: "approved"
+            tags:
+              - "wildland"
+              - "mutual_aid"
+              - "lightning"
+              - "reviewed"
+            notes: "Reviewed by BC Wilson. Ready for submission."
+    responses:
+      "200":
+        description: Incident updated
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/incident-record.yaml#/IncidentRecord"
+      "404":
+        description: Incident not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "409":
+        description: Cannot modify a submitted incident
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "INCIDENT_SUBMITTED"
+              message: "Cannot modify an incident that has been submitted"
+              detail:
+                submitted_at: "2024-07-15T18:00:00Z"
+
+  delete:
+    operationId: deleteIncident
+    summary: Soft-delete an incident
+    description: |
+      Performs a soft delete sets a deleted_at timestamp but never removes data.
+      Submitted incidents cannot be deleted. Soft-deleted incidents are excluded
+      from list queries by default but can be recovered.
+    tags:
+      - incidents
+    parameters:
+      - name: incident_id
+        in: path
+        required: true
+        description: Unique identifier of the incident to delete
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Incident soft-deleted
+        content:
+          application/json:
+            schema:
+              type: object
+              properties:
+                incident_id:
+                  type: string
+                  format: uuid
+                deleted_at:
+                  type: string
+                  format: date-time
+                recoverable:
+                  type: boolean
+            example:
+              incident_id: "550e8400-e29b-41d4-a716-446655440050"
+              deleted_at: "2024-07-16T10:00:00Z"
+              recoverable: true
+      "404":
+        description: Incident not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "409":
+        description: Cannot delete already deleted or submitted
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            examples:
+              already_deleted:
+                summary: Incident already soft-deleted
+                value:
+                  error_code: "ALREADY_DELETED"
+                  message: "Incident has already been deleted"
+                  detail:
+                    deleted_at: "2024-07-16T09:00:00Z"
+              submitted:
+                summary: Submitted incidents cannot be deleted
+                value:
+                  error_code: "INCIDENT_SUBMITTED"
+                  message: "Submitted incidents cannot be deleted"
diff --git a/contracts/path/input.yaml b/contracts/path/input.yaml
new file mode 100644
index 00000000..a2d6a57a
--- /dev/null
+++ b/contracts/path/input.yaml
@@ -0,0 +1,247 @@
+# Layer 1 Input Endpoints
+# POST /api/v1/input/voice, POST /api/v1/input/text, GET /api/v1/input/{input_id}
+
+voice:
+  post:
+    operationId: submitVoiceInput
+    summary: Submit a voice recording for transcription
+    description: |
+      Accepts an audio file (voice memo) from a first responder along with optional
+      incident metadata. The audio is saved and queued for transcription via Whisper
+      running on the local Ollama instance. Returns an input_id immediately the
+      transcription runs asynchronously. Poll GET /api/v1/input/{input_id} for status.
+    tags:
+      - input
+    requestBody:
+      required: true
+      content:
+        multipart/form-data:
+          schema:
+            type: object
+            required:
+              - audio_file
+            properties:
+              audio_file:
+                type: string
+                format: binary
+                description: Audio file in wav, mp3, m4a, ogg, or webm format. Max 500MB.
+              station_id:
+                type: string
+                description: Station identifier (e.g. "STA-045")
+              responder_badge:
+                type: string
+                description: Badge number of the responder submitting the report
+              incident_date_hint:
+                type: string
+                format: date
+                description: Approximate date of the incident to aid extraction
+          example:
+            station_id: "STA-045"
+            responder_badge: "FD-7842"
+            incident_date_hint: "2024-07-15"
+    responses:
+      "201":
+        description: Voice input accepted and queued for transcription
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/input-record.yaml#/VoiceInputResponse"
+            example:
+              input_id: "550e8400-e29b-41d4-a716-446655440001"
+              status: "queued"
+              input_type: "voice"
+              estimated_processing_seconds: 30
+              created_at: "2024-07-15T14:25:00Z"
+              job_id: "550e8400-e29b-41d4-a716-446655440099"
+              poll_url: "/api/v1/input/550e8400-e29b-41d4-a716-446655440001"
+      "400":
+        description: Malformed request (missing audio file or invalid form data)
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "413":
+        description: Audio file exceeds 500MB limit
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "FILE_TOO_LARGE"
+              message: "Audio file exceeds maximum size of 500MB"
+              detail:
+                max_size_bytes: 524288000
+                received_size_bytes: 600000000
+      "415":
+        description: Unsupported audio format
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "UNSUPPORTED_FORMAT"
+              message: "Audio format not supported. Accepted formats: wav, mp3, m4a, ogg, webm"
+              detail:
+                accepted_formats:
+                  - wav
+                  - mp3
+                  - m4a
+                  - ogg
+                  - webm
+      "503":
+        description: Ollama/Whisper service unavailable
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "LLM_UNAVAILABLE"
+              message: "Ollama transcription service is not available"
+              retry_after_seconds: 30
+
+text:
+  post:
+    operationId: submitTextInput
+    summary: Submit a text narrative for processing
+    description: |
+      Accepts a free-text incident narrative from a first responder. This is
+      synchronous the text is stored immediately and the input is marked as
+      "ready" for extraction. No transcription step needed.
+    tags:
+      - input
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/input-record.yaml#/TextInputRequest"
+          example:
+            narrative: >
+              Responded to a wildfire at Bear Creek Trailhead around 1:45 PM on July 10th.
+              Lightning strike ignited timber litter in mixed conifer and chaparral. Fire
+              spread rapidly northeast driven by 15-25 mph SW winds. We deployed 18 engines,
+              6 water tenders, and 3 helicopters. 247 personnel total. One firefighter
+              treated for heat exhaustion, returned to duty July 12. 1247 acres burned across
+              federal, state, and private land. 47 structures threatened, 3 damaged, none
+              destroyed. Fire contained July 14, controlled July 15.
+            station_id: "STA-045"
+            responder_badge: "FD-7842"
+            incident_date_hint: "2024-07-10"
+    responses:
+      "201":
+        description: Text input accepted and ready for extraction
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/input-record.yaml#/TextInputResponse"
+            example:
+              input_id: "550e8400-e29b-41d4-a716-446655440001"
+              status: "ready"
+              input_type: "text"
+              character_count: 612
+              word_count: 98
+              created_at: "2024-07-15T14:25:00Z"
+      "400":
+        description: Malformed JSON request body
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "413":
+        description: Narrative exceeds 50,000 character limit
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "NARRATIVE_TOO_LONG"
+              message: "Narrative exceeds maximum length of 50,000 characters"
+              detail:
+                max_characters: 50000
+                received_characters: 52000
+      "422":
+        description: Validation error (empty or too-short narrative)
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "VALIDATION_ERROR"
+              message: "Narrative is too short to extract meaningful incident data"
+              validation_errors:
+                - field: "narrative"
+                  issue: "Must contain at least 10 words"
+                  value: "Fire happened"
+
+input_by_id:
+  get:
+    operationId: getInput
+    summary: Get input record by ID
+    description: |
+      Returns the full input record including the original text or transcript,
+      processing status for voice inputs, and metadata. For voice inputs, poll
+      this endpoint until status transitions from "queued"/"transcribing" to "ready".
+    tags:
+      - input
+    parameters:
+      - name: input_id
+        in: path
+        required: true
+        description: Unique identifier of the input record
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Input record found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/input-record.yaml#/InputRecord"
+            examples:
+              voice_ready:
+                summary: Voice input with completed transcription
+                value:
+                  input_id: "550e8400-e29b-41d4-a716-446655440001"
+                  input_type: "voice"
+                  status: "ready"
+                  transcript: "Responded to a wildfire at Bear Creek..."
+                  original_filename: "incident_memo.m4a"
+                  audio_duration_seconds: 180
+                  character_count: 612
+                  word_count: 98
+                  station_id: "STA-045"
+                  responder_badge: "FD-7842"
+                  incident_date_hint: "2024-07-10"
+                  created_at: "2024-07-15T14:25:00Z"
+                  updated_at: "2024-07-15T14:25:30Z"
+              voice_processing:
+                summary: Voice input still transcribing
+                value:
+                  input_id: "550e8400-e29b-41d4-a716-446655440001"
+                  input_type: "voice"
+                  status: "transcribing"
+                  transcript: null
+                  created_at: "2024-07-15T14:25:00Z"
+                  updated_at: "2024-07-15T14:25:10Z"
+                  retry_after_seconds: 5
+              text_ready:
+                summary: Text input ready for extraction
+                value:
+                  input_id: "550e8400-e29b-41d4-a716-446655440002"
+                  input_type: "text"
+                  status: "ready"
+                  transcript: "Responded to a wildfire at Bear Creek..."
+                  character_count: 612
+                  word_count: 98
+                  created_at: "2024-07-15T14:25:00Z"
+                  updated_at: "2024-07-15T14:25:00Z"
+      "404":
+        description: Input record not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "INPUT_NOT_FOUND"
+              message: "Input with ID 550e8400-e29b-41d4-a716-446655440099 not found"
diff --git a/contracts/path/jobs.yaml b/contracts/path/jobs.yaml
new file mode 100644
index 00000000..2ac042f6
--- /dev/null
+++ b/contracts/path/jobs.yaml
@@ -0,0 +1,79 @@
+# Layer 8 Async Job Status (Cross-cutting)
+# GET /api/v1/jobs/{job_id}
+
+job_by_id:
+  get:
+    operationId: getJobStatus
+    summary: Get async job status
+    description: |
+      Universal job status endpoint for any asynchronous operation in FireForm —
+      transcription, LLM extraction, form generation, and report generation.
+      Returns the current status, progress percentage, and a result URL when
+      the job completes. Poll this endpoint for long-running operations.
+    tags:
+      - jobs
+    parameters:
+      - name: job_id
+        in: path
+        required: true
+        description: Unique identifier of the async job
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Job status
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/Job"
+            examples:
+              queued:
+                summary: Job waiting in queue
+                value:
+                  job_id: "550e8400-e29b-41d4-a716-446655440098"
+                  job_type: "extraction"
+                  status: "queued"
+                  progress_percent: 0
+                  created_at: "2024-07-15T14:30:00Z"
+                  updated_at: "2024-07-15T14:30:00Z"
+              processing:
+                summary: Job currently processing
+                value:
+                  job_id: "550e8400-e29b-41d4-a716-446655440098"
+                  job_type: "extraction"
+                  status: "processing"
+                  progress_percent: 45
+                  created_at: "2024-07-15T14:30:00Z"
+                  updated_at: "2024-07-15T14:30:30Z"
+              completed:
+                summary: Job completed successfully
+                value:
+                  job_id: "550e8400-e29b-41d4-a716-446655440098"
+                  job_type: "extraction"
+                  status: "completed"
+                  progress_percent: 100
+                  result_url: "/api/v1/extract/550e8400-e29b-41d4-a716-446655440020"
+                  created_at: "2024-07-15T14:30:00Z"
+                  updated_at: "2024-07-15T14:31:05Z"
+              failed:
+                summary: Job failed with error
+                value:
+                  job_id: "550e8400-e29b-41d4-a716-446655440098"
+                  job_type: "extraction"
+                  status: "failed"
+                  progress_percent: 23
+                  error:
+                    error_code: "LLM_TIMEOUT"
+                    message: "Ollama did not respond within 120 seconds"
+                  created_at: "2024-07-15T14:30:00Z"
+                  updated_at: "2024-07-15T14:32:00Z"
+      "404":
+        description: Job not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "JOB_NOT_FOUND"
+              message: "Job with ID 550e8400-e29b-41d4-a716-446655440099 not found"
diff --git a/contracts/path/reporting.yaml b/contracts/path/reporting.yaml
new file mode 100644
index 00000000..ad101723
--- /dev/null
+++ b/contracts/path/reporting.yaml
@@ -0,0 +1,191 @@
+# Layer 5 Reporting & Analytics Endpoints
+# GET /api/v1/reports/summary
+# POST /api/v1/reports/generate
+# GET /api/v1/reports/{report_id}
+
+summary:
+  get:
+    operationId: getReportSummary
+    summary: Get aggregate incident statistics
+    description: |
+      Returns aggregate statistics for a dashboard view total incidents,
+      breakdown by type and status, forms generated, average completeness
+      scores, and average processing times. Supports filtering by date range
+      and grouping by time period or incident type.
+    tags:
+      - reporting
+    parameters:
+      - name: date_from
+        in: query
+        description: Start date (inclusive, ISO 8601)
+        schema:
+          type: string
+          format: date
+      - name: date_to
+        in: query
+        description: End date (inclusive, ISO 8601)
+        schema:
+          type: string
+          format: date
+      - name: group_by
+        in: query
+        description: Group results by time period or incident type
+        schema:
+          type: string
+          enum:
+            - day
+            - week
+            - month
+            - incident_type
+          default: month
+    responses:
+      "200":
+        description: Aggregate statistics
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/reporting.yaml#/ReportSummary"
+            example:
+              date_from: "2024-01-01"
+              date_to: "2024-07-15"
+              total_incidents: 157
+              by_type:
+                fire: 42
+                ems: 68
+                rescue: 12
+                hazardous_conditions: 8
+                service_call: 15
+                good_intent: 7
+                false_alarm: 5
+              by_status:
+                draft: 3
+                under_review: 2
+                approved: 12
+                submitted: 140
+              forms_generated: 489
+              avg_completeness_score: 88.3
+              avg_processing_time_seconds: 47.2
+              groups:
+                - period: "2024-07"
+                  incident_count: 23
+                  forms_generated: 71
+
+generate:
+  post:
+    operationId: generateReport
+    summary: Generate a periodic report
+    description: |
+      Generates a periodic (monthly, quarterly, or annual) aggregate report
+      as PDF or JSON. This includes statistics, incident summaries, and
+      compliance metrics required by agencies like USFA/NERIS. This is an
+      async operation returns a report_id for polling.
+
+      Note: USFA encourages monthly submission but requires quarterly at minimum.
+      This endpoint supports generating reports aligned with those cadences.
+    tags:
+      - reporting
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/reporting.yaml#/GenerateReportRequest"
+          example:
+            period_type: "monthly"
+            year: 2024
+            month: 7
+            format: "pdf"
+    responses:
+      "202":
+        description: Report generation job accepted
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/AsyncJobResponse"
+            example:
+              job_id: "550e8400-e29b-41d4-a716-446655440096"
+              job_type: "report_generation"
+              status: "processing"
+              estimated_seconds: 30
+              poll_url: "/api/v1/reports/550e8400-e29b-41d4-a716-446655440060"
+              report_id: "550e8400-e29b-41d4-a716-446655440060"
+      "422":
+        description: Invalid period or future date
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            examples:
+              future_period:
+                summary: Future period requested
+                value:
+                  error_code: "FUTURE_PERIOD"
+                  message: "Cannot generate a report for a future period"
+              invalid_quarter:
+                summary: Invalid quarter value
+                value:
+                  error_code: "VALIDATION_ERROR"
+                  message: "Invalid quarter value"
+                  validation_errors:
+                    - field: "quarter"
+                      issue: "Must be 1, 2, 3, or 4"
+                      value: 5
+
+report_by_id:
+  get:
+    operationId: getReport
+    summary: Retrieve a generated report
+    description: |
+      Returns a previously generated periodic report. If the report is still
+      being generated, returns 202 Accepted with a retry hint. When complete,
+      returns the report in the originally requested format (PDF binary or JSON).
+    tags:
+      - reporting
+    parameters:
+      - name: report_id
+        in: path
+        required: true
+        description: Unique identifier of the generated report
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Generated report (PDF or JSON depending on original request)
+        content:
+          application/pdf:
+            schema:
+              type: string
+              format: binary
+          application/json:
+            schema:
+              $ref: "../schemas/reporting.yaml#/PeriodicReport"
+        headers:
+          Content-Disposition:
+            description: Attachment filename for PDF downloads
+            schema:
+              type: string
+              example: 'attachment; filename="FireForm_Monthly_2024-07.pdf"'
+      "202":
+        description: Report still being generated
+        content:
+          application/json:
+            schema:
+              type: object
+              properties:
+                message:
+                  type: string
+                status:
+                  type: string
+                retry_after_seconds:
+                  type: integer
+            example:
+              message: "Report generation is still in progress"
+              status: "processing"
+              retry_after_seconds: 10
+      "404":
+        description: Report not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
diff --git a/contracts/path/system.yaml b/contracts/path/system.yaml
new file mode 100644
index 00000000..cd00901c
--- /dev/null
+++ b/contracts/path/system.yaml
@@ -0,0 +1,152 @@
+# Layer 7 System Endpoints
+# GET /api/v1/health
+# GET /api/v1/schema/incident
+# GET /api/v1/schema/incident/versions
+
+health:
+  get:
+    operationId: getHealth
+    summary: System health check
+    description: |
+      Returns the health status of all FireForm components — database, Ollama LLM
+      (including loaded models, GPU status, and current load), Whisper transcription,
+      and file storage. Returns 200 even when degraded (so load balancers don't kill
+      it), 503 only if the system is truly unhealthy and cannot serve any requests.
+    tags:
+      - system
+    responses:
+      "200":
+        description: System is healthy or degraded
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/system.yaml#/HealthStatus"
+            examples:
+              healthy:
+                summary: All systems operational
+                value:
+                  status: "healthy"
+                  version: "1.0.0"
+                  uptime_seconds: 86400
+                  components:
+                    database:
+                      status: "healthy"
+                      response_time_ms: 2
+                    ollama:
+                      status: "healthy"
+                      response_time_ms: 15
+                      model_loaded: "llama3:8b"
+                      ollama_version: "0.3.0"
+                      models_available:
+                        - name: "llama3:8b"
+                          size_gb: 4.7
+                          quantization: "Q4_K_M"
+                          loaded: true
+                        - name: "mistral:7b"
+                          size_gb: 4.1
+                          quantization: "Q4_0"
+                          loaded: false
+                      current_load:
+                        active_requests: 1
+                        queued_requests: 0
+                    whisper:
+                      status: "healthy"
+                      response_time_ms: 10
+                    storage:
+                      status: "healthy"
+                      disk_free_gb: 120.5
+              degraded:
+                summary: Some components have issues
+                value:
+                  status: "degraded"
+                  version: "1.0.0"
+                  uptime_seconds: 3600
+                  components:
+                    database:
+                      status: "healthy"
+                      response_time_ms: 2
+                    ollama:
+                      status: "degraded"
+                      response_time_ms: 5000
+                      detail: "High latency model may be loading"
+                      current_load:
+                        active_requests: 3
+                        queued_requests: 2
+                    whisper:
+                      status: "unhealthy"
+                      detail: "Whisper model not loaded"
+                    storage:
+                      status: "healthy"
+                      disk_free_gb: 120.5
+      "503":
+        description: System is unhealthy cannot serve requests
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/system.yaml#/HealthStatus"
+            example:
+              status: "unhealthy"
+              version: "1.0.0"
+              uptime_seconds: 10
+              components:
+                database:
+                  status: "unhealthy"
+                  detail: "Connection refused"
+                ollama:
+                  status: "unhealthy"
+                  detail: "Connection refused"
+
+schema_incident:
+  get:
+    operationId: getIncidentSchema
+    summary: Get the canonical FireForm JSON Schema
+    description: |
+      Returns the full canonical FireForm incident JSON Schema (JSON Schema
+      draft-07). Clients can use this to validate incident data locally before
+      submitting. This is a schema-as-API pattern for interoperability.
+    tags:
+      - system
+    responses:
+      "200":
+        description: Full JSON Schema document
+        content:
+          application/json:
+            schema:
+              type: object
+              description: JSON Schema draft-07 document for the canonical incident model
+            example:
+              $schema: "http://json-schema.org/draft-07/schema#"
+              title: "FireForm Canonical Incident"
+              type: "object"
+              properties:
+                schema_version:
+                  type: "string"
+
+schema_versions:
+  get:
+    operationId: getSchemaVersions
+    summary: Get schema version history
+    description: |
+      Returns the version history of the canonical FireForm incident schema,
+      including changelogs and whether each version introduced breaking changes.
+      Useful for clients tracking schema evolution across FireForm updates.
+    tags:
+      - system
+    responses:
+      "200":
+        description: Schema version history
+        content:
+          application/json:
+            schema:
+              type: array
+              items:
+                $ref: "../schemas/system.yaml#/SchemaVersion"
+            example:
+              - version: "1.1.0"
+                released_at: "2026-02-01T00:00:00Z"
+                changelog: "Added NERIS fields replacing legacy NFIRS. Added wildland.aerial_operations. Updated incident.types to include neris_code."
+                breaking_changes: true
+              - version: "1.0.0"
+                released_at: "2024-01-01T00:00:00Z"
+                changelog: "Initial canonical schema with NFIRS support."
+                breaking_changes: false
diff --git a/contracts/path/templates.yaml b/contracts/path/templates.yaml
new file mode 100644
index 00000000..dab9dca5
--- /dev/null
+++ b/contracts/path/templates.yaml
@@ -0,0 +1,267 @@
+# Layer 6 Template & Configuration Endpoints
+# GET /api/v1/templates
+# GET /api/v1/templates/{template_id}
+# POST /api/v1/templates
+# PUT /api/v1/templates/{template_id}
+# GET /api/v1/templates/{template_id}/fields
+
+templates:
+  get:
+    operationId: listTemplates
+    summary: List all available form templates
+    description: |
+      Returns all registered form templates including built-in standard templates
+      (NERIS, NEMSIS, NIBRS, NFIRS modules, OSHA, etc.) and any custom templates
+      added for specific jurisdictions. Each template defines the fields, validation
+      rules, and mapping from the canonical FireForm schema.
+    tags:
+      - templates
+    responses:
+      "200":
+        description: List of all templates
+        content:
+          application/json:
+            schema:
+              type: array
+              items:
+                $ref: "../schemas/template.yaml#/TemplateSummary"
+            example:
+              - template_id: "550e8400-e29b-41d4-a716-446655440070"
+                form_type: "neris"
+                display_name: "NERIS Incident Report"
+                jurisdiction: "US-Federal"
+                agency_type: "fire_department"
+                version: "2.0"
+                last_updated: "2026-02-01"
+                field_count: 85
+                status: "active"
+              - template_id: "550e8400-e29b-41d4-a716-446655440071"
+                form_type: "nemsis_epcr"
+                display_name: "NEMSIS Electronic Patient Care Report"
+                jurisdiction: "US-Federal"
+                agency_type: "ems"
+                version: "3.5"
+                last_updated: "2024-01-15"
+                field_count: 142
+                status: "active"
+              - template_id: "550e8400-e29b-41d4-a716-446655440072"
+                form_type: "nfirs_basic"
+                display_name: "NFIRS Basic Module (Legacy)"
+                jurisdiction: "US-Federal"
+                agency_type: "fire_department"
+                version: "5.0"
+                last_updated: "2015-01-01"
+                field_count: 65
+                status: "legacy"
+
+  post:
+    operationId: createTemplate
+    summary: Register a new custom form template
+    description: |
+      Registers a new form template for a jurisdiction or agency not yet supported.
+      This is how FireForm extends to new states, countries, or custom agency forms
+      without code changes. The template defines all fields, their types, validation
+      rules, and how each maps from the canonical FireForm schema.
+    tags:
+      - templates
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/template.yaml#/CreateTemplateRequest"
+          example:
+            form_type: "state_texas"
+            display_name: "Texas State Fire Marshal Incident Report"
+            jurisdiction: "US-TX"
+            agency_type: "fire_department"
+            fields:
+              - field_name: "incident_number"
+                field_type: "string"
+                required: true
+                max_length: 20
+                description: "State-assigned incident number"
+                canonical_mapping: "report_metadata.incident_number"
+              - field_name: "fire_cause"
+                field_type: "enum"
+                required: true
+                allowed_values:
+                  - "accidental"
+                  - "natural"
+                  - "intentional"
+                  - "undetermined"
+                canonical_mapping: "fire.cause_category"
+            field_mappings_from_canonical:
+              "report_metadata.incident_number": "incident_number"
+              "fire.cause_category": "fire_cause"
+    responses:
+      "201":
+        description: Template created
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/template.yaml#/Template"
+      "409":
+        description: Template with this form_type already exists
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "422":
+        description: Invalid template definition
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+
+template_by_id:
+  get:
+    operationId: getTemplate
+    summary: Get full template schema
+    description: |
+      Returns the complete template definition including all fields, their types,
+      required/optional status, validation rules, and the mapping from canonical
+      FireForm schema fields. Includes the source standard reference where applicable.
+    tags:
+      - templates
+    parameters:
+      - name: template_id
+        in: path
+        required: true
+        description: Unique identifier of the template
+        schema:
+          type: string
+          format: uuid
+    responses:
+      "200":
+        description: Full template definition
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/template.yaml#/Template"
+      "404":
+        description: Template not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+
+  put:
+    operationId: updateTemplate
+    summary: Update an existing template
+    description: |
+      Replaces an existing template definition. Used when an upstream standard
+      changes (e.g., NERIS schema update). Templates used by submitted incidents
+      cannot be modified create a new version instead.
+    tags:
+      - templates
+    parameters:
+      - name: template_id
+        in: path
+        required: true
+        description: Unique identifier of the template to update
+        schema:
+          type: string
+          format: uuid
+    requestBody:
+      required: true
+      content:
+        application/json:
+          schema:
+            $ref: "../schemas/template.yaml#/CreateTemplateRequest"
+    responses:
+      "200":
+        description: Template updated
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/template.yaml#/Template"
+      "404":
+        description: Template not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "409":
+        description: Template in use by submitted incidents cannot modify
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+            example:
+              error_code: "TEMPLATE_IN_USE"
+              message: "Template is referenced by submitted incidents. Create a new version instead."
+              detail:
+                submitted_incident_count: 15
+                recommendation: "POST /api/v1/templates to create a new version"
+
+template_fields:
+  get:
+    operationId: getTemplateFields
+    summary: Get template field definitions
+    description: |
+      Returns just the fields list for a template with type, required/optional
+      status, validation rules, and canonical schema mapping. Useful for building
+      validation checklists and for the validate endpoint to determine requirements.
+    tags:
+      - templates
+    parameters:
+      - name: template_id
+        in: path
+        required: true
+        description: Unique identifier of the template
+        schema:
+          type: string
+          format: uuid
+      - name: required_only
+        in: query
+        description: If true, return only required fields
+        schema:
+          type: boolean
+          default: false
+    responses:
+      "200":
+        description: List of template fields
+        content:
+          application/json:
+            schema:
+              type: object
+              properties:
+                template_id:
+                  type: string
+                  format: uuid
+                form_type:
+                  $ref: "../schemas/enums.yaml#/FormType"
+                total_fields:
+                  type: integer
+                required_fields:
+                  type: integer
+                optional_fields:
+                  type: integer
+                fields:
+                  type: array
+                  items:
+                    $ref: "../schemas/template.yaml#/TemplateField"
+            example:
+              template_id: "550e8400-e29b-41d4-a716-446655440070"
+              form_type: "neris"
+              total_fields: 85
+              required_fields: 32
+              optional_fields: 53
+              fields:
+                - field_name: "incident_type"
+                  field_type: "enum"
+                  required: true
+                  description: "Primary incident type code"
+                  canonical_mapping: "incident.types[0].neris_code"
+                - field_name: "incident_date"
+                  field_type: "date"
+                  required: true
+                  description: "Date of incident"
+                  canonical_mapping: "incident.start_datetime"
+      "404":
+        description: Template not found
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
diff --git a/contracts/schemas/canonical-incident.yaml b/contracts/schemas/canonical-incident.yaml
new file mode 100644
index 00000000..a11d1b90
--- /dev/null
+++ b/contracts/schemas/canonical-incident.yaml
@@ -0,0 +1,930 @@
+# Canonical FireForm Incident Schema
+# This is the master superset schema single source of truth for all downstream forms
+
+CanonicalIncident:
+  type: object
+  description: |
+    The canonical FireForm incident data model. This is the superset schema containing
+    every field any downstream form could need. Form-specific mappers select only the
+    relevant fields for each agency template.
+  properties:
+    schema_version:
+      type: string
+      description: Schema version identifier
+      example: "1.1.0"
+    schema_name:
+      type: string
+      description: Schema name identifier
+      enum:
+        - fireform_canonical_incident
+
+    extraction_metadata:
+      $ref: "#/ExtractionMetadata"
+    report_metadata:
+      $ref: "#/ReportMetadata"
+    incident:
+      $ref: "#/Incident"
+    location:
+      $ref: "#/Location"
+    fire:
+      $ref: "#/Fire"
+    wildland:
+      $ref: "#/Wildland"
+    structure:
+      $ref: "#/Structure"
+    casualties:
+      $ref: "#/Casualties"
+    ems:
+      $ref: "#/EMS"
+    hazmat:
+      $ref: "#/Hazmat"
+    arson:
+      $ref: "#/Arson"
+    responding_agencies:
+      $ref: "#/RespondingAgencies"
+    resources_deployed:
+      $ref: "#/ResourcesDeployed"
+    weather:
+      $ref: "#/Weather"
+    environmental_impact:
+      $ref: "#/EnvironmentalImpact"
+    infrastructure_impact:
+      $ref: "#/InfrastructureImpact"
+    near_miss_and_safety:
+      $ref: "#/NearMissAndSafety"
+    lessons_learned:
+      $ref: "#/LessonsLearned"
+    follow_up:
+      $ref: "#/FollowUp"
+    periodic_reporting:
+      $ref: "#/PeriodicReporting"
+    attachments:
+      $ref: "#/Attachments"
+
+# --- Sub-schemas ---
+
+ExtractionMetadata:
+  type: object
+  properties:
+    extract_id:
+      type: string
+      format: uuid
+    input_id:
+      type: string
+      format: uuid
+    input_type:
+      type: string
+      enum: [voice, text]
+    extracted_at:
+      type: string
+      format: date-time
+    llm_model:
+      type: string
+      example: "llama3:8b"
+    confidence_score:
+      type: number
+      minimum: 0
+      maximum: 1
+      description: Overall confidence score from the LLM extraction (0.0–1.0)
+    completeness:
+      $ref: "#/Completeness"
+    applicable_forms:
+      type: array
+      items:
+        $ref: "../schemas/enums.yaml#/FormType"
+
+Completeness:
+  type: object
+  description: |
+    Tells the system which forms can be fully auto-generated vs which need
+    manual review. Recalculated server-side after every PATCH /extract.
+  properties:
+    overall_percent:
+      type: integer
+      minimum: 0
+      maximum: 100
+    missing_fields:
+      type: array
+      items:
+        type: string
+      description: JSON paths of fields that have no value
+    low_confidence_fields:
+      type: array
+      items:
+        type: string
+      description: JSON paths of fields where LLM confidence is low
+    inferred_fields:
+      type: array
+      items:
+        type: string
+      description: JSON paths of fields that were inferred (not explicitly stated)
+    forms_fully_generatable:
+      type: array
+      items:
+        $ref: "../schemas/enums.yaml#/FormType"
+    forms_needing_review:
+      type: array
+      items:
+        $ref: "../schemas/enums.yaml#/FormType"
+    forms_missing_data:
+      type: array
+      items:
+        $ref: "../schemas/enums.yaml#/FormType"
+
+ReportMetadata:
+  type: object
+  properties:
+    report_id:
+      type: string
+      example: "FF-2024-CA-0157"
+    incident_number:
+      type: string
+      example: "CA-SQF-2024-0421"
+    report_date:
+      type: string
+      format: date
+    report_time:
+      type: string
+      format: time
+    report_status:
+      $ref: "../schemas/enums.yaml#/ReportStatus"
+    reporting_unit:
+      $ref: "#/ReportingUnit"
+    prepared_by:
+      type: array
+      items:
+        $ref: "#/Personnel"
+    reviewed_by:
+      type: array
+      items:
+        $ref: "#/Reviewer"
+    submission_log:
+      type: array
+      items:
+        type: object
+        properties:
+          form_type:
+            $ref: "../schemas/enums.yaml#/FormType"
+          submitted_at:
+            type: string
+            format: date-time
+          submitted_to:
+            type: string
+
+ReportingUnit:
+  type: object
+  properties:
+    station_name:
+      type: string
+    station_id:
+      type: string
+    agency_name:
+      type: string
+    agency_id:
+      type: string
+      format: uuid
+    agency_type:
+      type: string
+
+Personnel:
+  type: object
+  properties:
+    name:
+      type: string
+    badge_number:
+      type: string
+    rank:
+      type: string
+    role:
+      type: string
+    contact_number:
+      type: string
+    signature_captured:
+      type: boolean
+
+Reviewer:
+  type: object
+  properties:
+    name:
+      type: string
+    badge_number:
+      type: string
+    rank:
+      type: string
+    role:
+      type: string
+    reviewed_at:
+      type: string
+      format: date-time
+    approved:
+      type: boolean
+
+Incident:
+  type: object
+  properties:
+    name:
+      type: string
+      description: Human-readable incident name
+    types:
+      type: array
+      items:
+        $ref: "#/IncidentType"
+    start_datetime:
+      type: string
+      format: date-time
+    alarm_datetime:
+      type: string
+      format: date-time
+    first_arrival_datetime:
+      type: string
+      format: date-time
+    containment_datetime:
+      type: string
+      format: date-time
+      nullable: true
+    controlled_datetime:
+      type: string
+      format: date-time
+      nullable: true
+    cleared_datetime:
+      type: string
+      format: date-time
+      nullable: true
+    total_duration_hours:
+      type: number
+      nullable: true
+    narrative:
+      type: string
+      description: Free text summary of the incident
+    raw_transcript:
+      type: string
+      description: Original voice or text input verbatim
+
+IncidentType:
+  type: object
+  properties:
+    primary:
+      type: boolean
+    category:
+      $ref: "../schemas/enums.yaml#/IncidentCategory"
+    subcategory:
+      type: string
+    neris_code:
+      type: string
+      description: NERIS incident type code (replaces NFIRS as of Feb 2026)
+    nfirs_code:
+      type: string
+      description: Legacy NFIRS incident type code
+
+Location:
+  type: object
+  properties:
+    address:
+      type: string
+      nullable: true
+    nearest_landmark:
+      type: string
+      nullable: true
+    nearest_town:
+      type: string
+      nullable: true
+    county:
+      type: string
+      nullable: true
+    state:
+      type: string
+      nullable: true
+    country:
+      type: string
+      nullable: true
+    postal_code:
+      type: string
+      nullable: true
+    coordinates:
+      $ref: "#/Coordinates"
+    ignition_point_coordinates:
+      $ref: "#/CoordinatesBasic"
+    elevation_range_ft:
+      type: string
+      nullable: true
+    legal_description:
+      type: string
+      nullable: true
+    jurisdiction:
+      type: object
+      properties:
+        federal:
+          type: boolean
+        state:
+          type: boolean
+        private:
+          type: boolean
+        tribal:
+          type: boolean
+    property_type:
+      type: string
+      nullable: true
+    property_use:
+      type: string
+      nullable: true
+    dispatch_center:
+      type: string
+      nullable: true
+
+Coordinates:
+  type: object
+  properties:
+    latitude:
+      type: number
+    longitude:
+      type: number
+    accuracy_meters:
+      type: number
+
+CoordinatesBasic:
+  type: object
+  properties:
+    latitude:
+      type: number
+    longitude:
+      type: number
+
+Fire:
+  type: object
+  properties:
+    cause_category:
+      type: string
+      nullable: true
+    cause_specific:
+      type: string
+      nullable: true
+    cause_certainty:
+      $ref: "../schemas/enums.yaml#/CauseCertainty"
+    arson_suspected:
+      type: boolean
+    material_first_ignited:
+      type: string
+      nullable: true
+    fuel_types:
+      type: array
+      items:
+        type: string
+    fire_spread_directions:
+      type: array
+      items:
+        type: string
+    rate_of_spread:
+      $ref: "../schemas/enums.yaml#/RateOfSpread"
+    flame_lengths_ft:
+      type: string
+      nullable: true
+    spotting_distance_miles:
+      type: number
+      nullable: true
+    unusual_behaviors:
+      type: array
+      items:
+        type: string
+    detector_present:
+      type: boolean
+      nullable: true
+    detector_operated:
+      type: boolean
+      nullable: true
+    suppression_system_present:
+      type: boolean
+      nullable: true
+    suppression_system_operated:
+      type: boolean
+      nullable: true
+    estimated_damage_usd:
+      type: number
+      nullable: true
+    contents_loss_usd:
+      type: number
+      nullable: true
+
+Wildland:
+  type: object
+  properties:
+    is_wildland_incident:
+      type: boolean
+    total_acres_burned:
+      type: number
+      nullable: true
+    land_ownership_breakdown:
+      type: object
+      properties:
+        federal_acres:
+          type: number
+        state_acres:
+          type: number
+        private_acres:
+          type: number
+        tribal_acres:
+          type: number
+    percent_contained:
+      type: integer
+      minimum: 0
+      maximum: 100
+    fire_lines:
+      type: object
+      properties:
+        primary_line_miles:
+          type: number
+        secondary_line_miles:
+          type: number
+        dozer_line_miles:
+          type: number
+        hand_line_miles:
+          type: number
+    aerial_operations:
+      type: object
+      properties:
+        water_drops_gallons:
+          type: integer
+        retardant_drops_gallons:
+          type: integer
+        total_flight_hours:
+          type: number
+    containment_strategies:
+      type: array
+      items:
+        type: string
+
+Structure:
+  type: object
+  properties:
+    is_structure_involved:
+      type: boolean
+    structures_threatened:
+      type: integer
+      nullable: true
+    structures_damaged:
+      type: integer
+      nullable: true
+    structures_destroyed:
+      type: integer
+      nullable: true
+    structures_protected:
+      type: integer
+      nullable: true
+    construction_type:
+      type: string
+      nullable: true
+    stories:
+      type: integer
+      nullable: true
+    area_sqft:
+      type: number
+      nullable: true
+    occupancy_at_time:
+      type: integer
+      nullable: true
+
+Casualties:
+  type: object
+  properties:
+    civilian:
+      type: array
+      items:
+        $ref: "#/CivilianCasualty"
+    responder:
+      type: array
+      items:
+        $ref: "#/ResponderCasualty"
+    total_civilian_injuries:
+      type: integer
+    total_civilian_fatalities:
+      type: integer
+    total_responder_injuries:
+      type: integer
+    total_responder_fatalities:
+      type: integer
+
+CivilianCasualty:
+  type: object
+  properties:
+    age:
+      type: integer
+      nullable: true
+    sex:
+      type: string
+      nullable: true
+    injury_type:
+      type: string
+    severity:
+      $ref: "../schemas/enums.yaml#/InjurySeverity"
+    cause:
+      type: string
+      nullable: true
+    location_at_time:
+      type: string
+      nullable: true
+    transported:
+      type: boolean
+    hospital:
+      type: string
+      nullable: true
+
+ResponderCasualty:
+  type: object
+  properties:
+    personnel_id:
+      type: string
+    agency:
+      type: string
+    role:
+      type: string
+    injury_type:
+      type: string
+    severity:
+      $ref: "../schemas/enums.yaml#/InjurySeverity"
+    treatment:
+      type: string
+      nullable: true
+    transported:
+      type: boolean
+    hospital:
+      type: string
+      nullable: true
+    return_to_duty_date:
+      type: string
+      format: date
+      nullable: true
+    osha_recordable:
+      type: boolean
+    nfirs_5_required:
+      type: boolean
+
+EMS:
+  type: object
+  properties:
+    ems_response_required:
+      type: boolean
+    patients:
+      type: array
+      items:
+        $ref: "#/EMSPatient"
+    total_patients:
+      type: integer
+    ems_agency_responded:
+      type: string
+      nullable: true
+    nemsis_report_required:
+      type: boolean
+    nemsis_report_ids:
+      type: array
+      items:
+        type: string
+
+EMSPatient:
+  type: object
+  properties:
+    patient_ref_id:
+      type: string
+    age_approx:
+      type: integer
+      nullable: true
+    sex:
+      type: string
+      nullable: true
+    chief_complaint:
+      type: string
+      nullable: true
+    disposition:
+      type: string
+      nullable: true
+    transported:
+      type: boolean
+    date_of_birth:
+      type: string
+      format: date
+      nullable: true
+    nemsis_data_captured:
+      type: boolean
+
+Hazmat:
+  type: object
+  properties:
+    involved:
+      type: boolean
+    materials:
+      type: array
+      items:
+        type: object
+        properties:
+          name:
+            type: string
+          un_number:
+            type: string
+            nullable: true
+          quantity:
+            type: string
+            nullable: true
+    epa_reportable_quantity_exceeded:
+      type: boolean
+    spill_size_gallons:
+      type: number
+      nullable: true
+
+Arson:
+  type: object
+  properties:
+    suspected:
+      type: boolean
+    confirmed:
+      type: boolean
+    law_enforcement_notified:
+      type: boolean
+    investigation_required:
+      type: boolean
+    investigation_agency:
+      type: string
+      nullable: true
+    evidence_collected:
+      type: boolean
+    nibrs_report_required:
+      type: boolean
+    notes:
+      type: string
+      nullable: true
+
+RespondingAgencies:
+  type: object
+  properties:
+    primary_agency:
+      type: string
+    all_agencies:
+      type: array
+      items:
+        $ref: "#/RespondingAgency"
+    mutual_aid_activated:
+      type: boolean
+    mutual_aid_agencies:
+      type: array
+      items:
+        type: string
+    unified_command:
+      type: boolean
+
+RespondingAgency:
+  type: object
+  properties:
+    agency_name:
+      type: string
+    agency_type:
+      type: string
+    role:
+      type: string
+    personnel_count:
+      type: integer
+
+ResourcesDeployed:
+  type: object
+  properties:
+    total_personnel:
+      type: integer
+    personnel_breakdown:
+      type: object
+      properties:
+        firefighters:
+          type: integer
+        crew_supervisors:
+          type: integer
+        engineers:
+          type: integer
+        incident_command:
+          type: integer
+        support_staff:
+          type: integer
+    apparatus:
+      type: array
+      items:
+        $ref: "#/Apparatus"
+    crew_types:
+      type: array
+      items:
+        type: string
+
+Apparatus:
+  type: object
+  properties:
+    type:
+      type: string
+    count:
+      type: integer
+
+Weather:
+  type: object
+  properties:
+    on_arrival:
+      $ref: "#/WeatherReading"
+    worst_conditions:
+      $ref: "#/WeatherReadingExtended"
+    factors_influencing_fire:
+      type: array
+      items:
+        type: string
+
+WeatherReading:
+  type: object
+  properties:
+    datetime:
+      type: string
+      format: date-time
+    temperature_f:
+      type: number
+    relative_humidity_percent:
+      type: number
+    wind_speed_mph:
+      type: number
+    wind_direction:
+      type: string
+    haines_index:
+      type: integer
+      nullable: true
+
+WeatherReadingExtended:
+  type: object
+  properties:
+    datetime:
+      type: string
+      format: date-time
+    temperature_f:
+      type: number
+    relative_humidity_percent:
+      type: number
+    wind_speed_mph:
+      type: number
+    wind_gusts_mph:
+      type: number
+      nullable: true
+
+EnvironmentalImpact:
+  type: object
+  properties:
+    wildlife_habitat_affected_acres:
+      type: number
+      nullable: true
+    watershed_impact:
+      type: string
+      nullable: true
+    soil_erosion_risk:
+      type: string
+      nullable: true
+    sensitive_species_affected:
+      type: array
+      items:
+        type: string
+    air_quality_impact:
+      type: string
+      nullable: true
+    water_body_affected:
+      type: boolean
+      nullable: true
+
+InfrastructureImpact:
+  type: object
+  properties:
+    items:
+      type: array
+      items:
+        $ref: "#/InfrastructureItem"
+
+InfrastructureItem:
+  type: object
+  properties:
+    type:
+      type: string
+    unit:
+      type: string
+    quantity:
+      type: number
+    severity:
+      type: string
+
+NearMissAndSafety:
+  type: object
+  properties:
+    near_miss_events:
+      type: array
+      items:
+        type: object
+        properties:
+          description:
+            type: string
+          date:
+            type: string
+            format: date
+          contributing_factors:
+            type: array
+            items:
+              type: string
+          lessons_learned:
+            type: string
+            nullable: true
+          corrective_action:
+            type: string
+            nullable: true
+    safety_breaches:
+      type: integer
+    weather_related_risks:
+      type: array
+      items:
+        type: string
+
+LessonsLearned:
+  type: object
+  properties:
+    successful_tactics:
+      type: array
+      items:
+        type: string
+    areas_for_improvement:
+      type: array
+      items:
+        type: string
+    recommendations:
+      type: array
+      items:
+        type: string
+
+FollowUp:
+  type: object
+  properties:
+    mop_up:
+      type: object
+      properties:
+        percent_complete:
+          type: integer
+        estimated_completion_date:
+          type: string
+          format: date
+        personnel_assigned:
+          type: integer
+    rehabilitation:
+      type: object
+      properties:
+        erosion_control_acres:
+          type: number
+        reseeding_acres:
+          type: number
+        hazard_tree_removal_required:
+          type: boolean
+    next_inspection_date:
+      type: string
+      format: date
+      nullable: true
+    investigation_ongoing:
+      type: boolean
+
+PeriodicReporting:
+  type: object
+  properties:
+    contributes_to_monthly_report:
+      type: boolean
+    contributes_to_quarterly_report:
+      type: boolean
+    contributes_to_annual_report:
+      type: boolean
+    neris_submitted:
+      type: boolean
+    neris_submitted_at:
+      type: string
+      format: date-time
+      nullable: true
+    state_submitted:
+      type: boolean
+    state_submitted_at:
+      type: string
+      format: date-time
+      nullable: true
+
+Attachments:
+  type: object
+  properties:
+    maps:
+      type: boolean
+    photos_count:
+      type: integer
+    weather_charts:
+      type: boolean
+    resource_tracking_logs:
+      type: boolean
+    incident_action_plans:
+      type: boolean
+    attachment_refs:
+      type: array
+      items:
+        type: object
+        properties:
+          ref_id:
+            type: string
+            format: uuid
+          filename:
+            type: string
+          content_type:
+            type: string
+          size_bytes:
+            type: integer
diff --git a/contracts/schemas/common.yaml b/contracts/schemas/common.yaml
new file mode 100644
index 00000000..0798f85d
--- /dev/null
+++ b/contracts/schemas/common.yaml
@@ -0,0 +1,129 @@
+# Common schemas used across multiple endpoints
+
+ErrorResponse:
+  type: object
+  required:
+    - error_code
+    - message
+  properties:
+    error_code:
+      type: string
+      description: Machine-readable error code
+      example: "EXTRACT_NOT_FOUND"
+    message:
+      type: string
+      description: Human-readable error message
+      example: "Extraction with ID xyz not found"
+    detail:
+      type: object
+      description: Additional context specific to the error type
+      additionalProperties: true
+    retry_after_seconds:
+      type: integer
+      description: Present on 503 errors seconds to wait before retrying
+    validation_errors:
+      type: array
+      description: Present on 422 errors list of field-level validation issues
+      items:
+        $ref: "#/ValidationError"
+
+ValidationError:
+  type: object
+  properties:
+    field:
+      type: string
+      description: JSON path of the invalid field
+      example: "fire.cause_certainty"
+    issue:
+      type: string
+      description: Description of the validation issue
+      example: "Must be one of: confirmed, probable, suspected, undetermined"
+    value:
+      description: The invalid value that was provided
+
+Pagination:
+  type: object
+  properties:
+    total:
+      type: integer
+      description: Total number of items across all pages
+    page:
+      type: integer
+      description: Current page number (1-based)
+    per_page:
+      type: integer
+      description: Items per page
+    total_pages:
+      type: integer
+      description: Total number of pages
+    has_next:
+      type: boolean
+      description: Whether there is a next page
+    has_prev:
+      type: boolean
+      description: Whether there is a previous page
+
+AsyncJobResponse:
+  type: object
+  required:
+    - job_id
+    - status
+  properties:
+    job_id:
+      type: string
+      format: uuid
+      description: Unique job identifier for polling
+    job_type:
+      type: string
+      description: Type of async operation
+      enum:
+        - transcription
+        - extraction
+        - form_generation
+        - batch_form_generation
+        - report_generation
+    status:
+      $ref: "enums.yaml#/JobStatus"
+    estimated_seconds:
+      type: integer
+      description: Estimated time to completion in seconds
+    poll_url:
+      type: string
+      description: Full URL to poll for job status
+
+Job:
+  type: object
+  required:
+    - job_id
+    - job_type
+    - status
+  properties:
+    job_id:
+      type: string
+      format: uuid
+    job_type:
+      type: string
+      enum:
+        - transcription
+        - extraction
+        - form_generation
+        - batch_form_generation
+        - report_generation
+    status:
+      $ref: "enums.yaml#/JobStatus"
+    progress_percent:
+      type: integer
+      minimum: 0
+      maximum: 100
+      description: Progress percentage (0–100)
+    result_url:
+      type: string
+      description: URL of the completed result (present when status is "completed")
+    error:
+      $ref: "#/ErrorResponse"
+    created_at:
+      type: string
+      format: date-time
+    updated_at:
+      type: string
+      format: date-time
diff --git a/contracts/schemas/enums.yaml b/contracts/schemas/enums.yaml
new file mode 100644
index 00000000..b79bedae
--- /dev/null
+++ b/contracts/schemas/enums.yaml
@@ -0,0 +1,130 @@
+# Shared enums used across the FireForm API
+
+InputStatus:
+  type: string
+  enum:
+    - queued
+    - transcribing
+    - ready
+    - failed
+  description: Status of an input record
+
+ExtractionStatus:
+  type: string
+  enum:
+    - processing
+    - completed
+    - failed
+    - needs_review
+  description: Status of an AI extraction job
+
+FormStatus:
+  type: string
+  enum:
+    - queued
+    - generating
+    - completed
+    - failed
+  description: Status of a form generation job
+
+ReportStatus:
+  type: string
+  enum:
+    - draft
+    - under_review
+    - approved
+    - submitted
+  description: Status of an incident report in the approval workflow
+
+JobStatus:
+  type: string
+  enum:
+    - queued
+    - processing
+    - completed
+    - failed
+  description: Status of any async job
+
+FormType:
+  type: string
+  enum:
+    - neris
+    - nemsis_epcr
+    - nibrs
+    - nfirs_basic
+    - nfirs_fire
+    - nfirs_structure
+    - nfirs_wildland
+    - nfirs_ems
+    - nfirs_hazmat
+    - nfirs_apparatus
+    - nfirs_personnel
+    - nfirs_arson
+    - nfirs_casualty_civilian
+    - nfirs_casualty_responder
+    - cal_fire_ics209
+    - osha_301
+    - un_ssirs
+    - state_georgia
+    - state_california
+    - state_new_york
+  description: |
+    Stable string identifier for a form type. Includes the new NERIS standard
+    (replacing NFIRS as of Feb 2026), legacy NFIRS modules, NEMSIS, NIBRS,
+    OSHA, state-specific, and international (UN SSIRS) forms.
+
+IncidentCategory:
+  type: string
+  enum:
+    - fire
+    - ems
+    - rescue
+    - hazardous_conditions
+    - service_call
+    - good_intent
+    - false_alarm
+    - law_enforcement
+  description: High-level incident category
+
+CauseCertainty:
+  type: string
+  enum:
+    - confirmed
+    - probable
+    - suspected
+    - undetermined
+  description: Certainty level of fire cause determination
+
+InjurySeverity:
+  type: string
+  enum:
+    - minor
+    - moderate
+    - severe
+    - fatal
+  description: Severity classification for injuries
+
+RateOfSpread:
+  type: string
+  enum:
+    - slow
+    - moderate
+    - rapid
+    - extreme
+  description: Rate of fire spread classification
+
+PeriodType:
+  type: string
+  enum:
+    - monthly
+    - quarterly
+    - annual
+  description: Reporting period type
+
+OutputFormat:
+  type: string
+  enum:
+    - pdf
+    - json
+    - both
+  description: Output format for generated forms
diff --git a/contracts/schemas/extraction-record.yaml b/contracts/schemas/extraction-record.yaml
new file mode 100644
index 00000000..aef74426
--- /dev/null
+++ b/contracts/schemas/extraction-record.yaml
@@ -0,0 +1,134 @@
+# Extraction-related schemas
+
+ExtractionRequest:
+  type: object
+  properties:
+    model_override:
+      type: string
+      description: Override the default LLM model (e.g. "llama3:70b")
+    extraction_hints:
+      type: object
+      description: Optional hints to improve extraction accuracy
+      properties:
+        incident_type:
+          type: string
+          description: Hint about the incident type (e.g. "wildland_fire", "structure_fire")
+        state:
+          type: string
+          description: US state code to apply state-specific extraction rules
+        agency_type:
+          type: string
+          description: Agency type hint for form selection
+      additionalProperties: true
+
+ExtractionCompleted:
+  type: object
+  required:
+    - extract_id
+    - input_id
+    - status
+    - canonical_incident
+  properties:
+    extract_id:
+      type: string
+      format: uuid
+    input_id:
+      type: string
+      format: uuid
+    status:
+      type: string
+      enum:
+        - completed
+    completed_at:
+      type: string
+      format: date-time
+    model_used:
+      type: string
+      description: LLM model that performed the extraction
+    processing_time_seconds:
+      type: number
+    canonical_incident:
+      $ref: "canonical-incident.yaml#/CanonicalIncident"
+    corrections:
+      type: array
+      description: Audit trail of manual corrections applied via PATCH
+      items:
+        type: object
+        properties:
+          field_path:
+            type: string
+          original_value: {}
+          corrected_value: {}
+          corrected_at:
+            type: string
+            format: date-time
+          corrected_by:
+            type: string
+
+ExtractionProcessing:
+  type: object
+  required:
+    - extract_id
+    - input_id
+    - status
+  properties:
+    extract_id:
+      type: string
+      format: uuid
+    input_id:
+      type: string
+      format: uuid
+    status:
+      type: string
+      enum:
+        - processing
+        - failed
+    started_at:
+      type: string
+      format: date-time
+    retry_after_seconds:
+      type: integer
+      description: Polling hint for clients
+    error_type:
+      type: string
+      nullable: true
+      description: Present when status is "failed"
+    error_detail:
+      type: string
+      nullable: true
+    partial_result:
+      $ref: "canonical-incident.yaml#/CanonicalIncident"
+
+ValidationResult:
+  type: object
+  required:
+    - valid
+    - form_type
+    - extract_id
+  properties:
+    valid:
+      type: boolean
+      description: Whether all required fields for this form type are present
+    form_type:
+      $ref: "enums.yaml#/FormType"
+    extract_id:
+      type: string
+      format: uuid
+    missing_required:
+      type: array
+      items:
+        type: string
+      description: JSON paths of required fields that are missing
+    missing_recommended:
+      type: array
+      items:
+        type: string
+      description: JSON paths of recommended fields that are missing
+    warnings:
+      type: array
+      items:
+        type: string
+      description: Human-readable warnings about data quality
+    field_coverage_percent:
+      type: number
+      description: Percentage of form fields that have values
diff --git a/contracts/schemas/form-record.yaml b/contracts/schemas/form-record.yaml
new file mode 100644
index 00000000..a83ec41a
--- /dev/null
+++ b/contracts/schemas/form-record.yaml
@@ -0,0 +1,198 @@
+# Form generation related schemas
+
+GenerateAllRequest:
+  type: object
+  required:
+    - extract_id
+  properties:
+    extract_id:
+      type: string
+      format: uuid
+    options:
+      type: object
+      properties:
+        skip_incomplete:
+          type: boolean
+          default: true
+          description: Skip forms that fail validation
+        force_partial:
+          type: boolean
+          default: false
+          description: Generate forms even with missing fields (leaving blanks)
+
+GenerateSingleRequest:
+  type: object
+  required:
+    - extract_id
+  properties:
+    extract_id:
+      type: string
+      format: uuid
+    options:
+      type: object
+      properties:
+        output_format:
+          $ref: "../schemas/enums.yaml#/OutputFormat"
+        force_partial:
+          type: boolean
+          default: false
+        force:
+          type: boolean
+          default: false
+          description: Allow generation even if form_type is not in applicable_forms
+
+BatchGenerateResponse:
+  type: object
+  required:
+    - batch_id
+    - status
+    - extract_id
+  properties:
+    batch_id:
+      type: string
+      format: uuid
+    status:
+      type: string
+      enum: [processing]
+    extract_id:
+      type: string
+      format: uuid
+    forms_queued:
+      type: array
+      items:
+        $ref: "../schemas/enums.yaml#/FormType"
+    forms_skipped:
+      type: array
+      items:
+        type: object
+        properties:
+          form_type:
+            $ref: "../schemas/enums.yaml#/FormType"
+          reason:
+            type: string
+    estimated_seconds:
+      type: integer
+    poll_url:
+      type: string
+
+FormGenerateResponse:
+  type: object
+  required:
+    - form_id
+    - form_type
+    - status
+  properties:
+    form_id:
+      type: string
+      format: uuid
+    form_type:
+      $ref: "../schemas/enums.yaml#/FormType"
+    status:
+      type: string
+      enum: [processing, completed]
+    extract_id:
+      type: string
+      format: uuid
+    job_id:
+      type: string
+      format: uuid
+    estimated_seconds:
+      type: integer
+    poll_url:
+      type: string
+
+FormRecord:
+  type: object
+  required:
+    - form_id
+    - form_type
+    - status
+  properties:
+    form_id:
+      type: string
+      format: uuid
+    form_type:
+      $ref: "../schemas/enums.yaml#/FormType"
+    status:
+      $ref: "../schemas/enums.yaml#/FormStatus"
+    extract_id:
+      type: string
+      format: uuid
+    incident_id:
+      type: string
+      format: uuid
+      nullable: true
+    created_at:
+      type: string
+      format: date-time
+    completed_at:
+      type: string
+      format: date-time
+      nullable: true
+    pdf_ready:
+      type: boolean
+    json_ready:
+      type: boolean
+    field_mapping_summary:
+      type: object
+      properties:
+        total_form_fields:
+          type: integer
+        fields_filled:
+          type: integer
+        fields_blank:
+          type: integer
+        coverage_percent:
+          type: number
+
+FormMappedJson:
+  type: object
+  required:
+    - form_type
+    - form_id
+  properties:
+    form_type:
+      $ref: "../schemas/enums.yaml#/FormType"
+    form_version:
+      type: string
+    form_id:
+      type: string
+      format: uuid
+    extract_id:
+      type: string
+      format: uuid
+    agency_fields:
+      type: object
+      additionalProperties: true
+      description: Agency-specific field names and values as the target system expects
+
+BatchStatus:
+  type: object
+  required:
+    - batch_id
+    - status
+  properties:
+    batch_id:
+      type: string
+      format: uuid
+    status:
+      type: string
+      enum: [processing, completed, failed]
+    total:
+      type: integer
+    completed:
+      type: integer
+    failed:
+      type: integer
+    forms:
+      type: array
+      items:
+        type: object
+        properties:
+          form_id:
+            type: string
+            format: uuid
+          form_type:
+            $ref: "../schemas/enums.yaml#/FormType"
+          status:
+            $ref: "../schemas/enums.yaml#/FormStatus"
diff --git a/contracts/schemas/incident-record.yaml b/contracts/schemas/incident-record.yaml
new file mode 100644
index 00000000..932425cc
--- /dev/null
+++ b/contracts/schemas/incident-record.yaml
@@ -0,0 +1,150 @@
+# Incident management schemas
+
+CreateIncidentRequest:
+  type: object
+  required:
+    - extract_id
+  properties:
+    extract_id:
+      type: string
+      format: uuid
+    incident_number:
+      type: string
+      description: Optional org-assigned incident number
+    tags:
+      type: array
+      items:
+        type: string
+
+UpdateIncidentRequest:
+  type: object
+  properties:
+    status:
+      $ref: "../schemas/enums.yaml#/ReportStatus"
+    tags:
+      type: array
+      items:
+        type: string
+    incident_number:
+      type: string
+    notes:
+      type: string
+
+IncidentRecord:
+  type: object
+  required:
+    - incident_id
+    - extract_id
+    - status
+  properties:
+    incident_id:
+      type: string
+      format: uuid
+    extract_id:
+      type: string
+      format: uuid
+    incident_number:
+      type: string
+      nullable: true
+    status:
+      $ref: "../schemas/enums.yaml#/ReportStatus"
+    incident_name:
+      type: string
+      nullable: true
+    incident_type:
+      type: string
+      nullable: true
+    incident_date:
+      type: string
+      format: date
+      nullable: true
+    forms_generated:
+      type: array
+      items:
+        type: object
+        properties:
+          form_id:
+            type: string
+            format: uuid
+          form_type:
+            $ref: "../schemas/enums.yaml#/FormType"
+          status:
+            $ref: "../schemas/enums.yaml#/FormStatus"
+    tags:
+      type: array
+      items:
+        type: string
+    notes:
+      type: string
+      nullable: true
+    created_at:
+      type: string
+      format: date-time
+    updated_at:
+      type: string
+      format: date-time
+    deleted_at:
+      type: string
+      format: date-time
+      nullable: true
+
+IncidentRecordFull:
+  description: Full incident record with linked extraction and forms
+  allOf:
+    - $ref: "#/IncidentRecord"
+    - type: object
+      properties:
+        canonical_incident:
+          $ref: "canonical-incident.yaml#/CanonicalIncident"
+        forms:
+          type: array
+          items:
+            $ref: "form-record.yaml#/FormRecord"
+        submission_log:
+          type: array
+          items:
+            type: object
+            properties:
+              form_type:
+                $ref: "../schemas/enums.yaml#/FormType"
+              submitted_at:
+                type: string
+                format: date-time
+              submitted_to:
+                type: string
+              status:
+                type: string
+
+IncidentListResponse:
+  type: object
+  properties:
+    data:
+      type: array
+      items:
+        type: object
+        properties:
+          incident_id:
+            type: string
+            format: uuid
+          incident_number:
+            type: string
+            nullable: true
+          status:
+            $ref: "../schemas/enums.yaml#/ReportStatus"
+          incident_name:
+            type: string
+            nullable: true
+          incident_type:
+            type: string
+            nullable: true
+          incident_date:
+            type: string
+            format: date
+            nullable: true
+          forms_count:
+            type: integer
+          created_at:
+            type: string
+            format: date-time
+    pagination:
+      $ref: "common.yaml#/Pagination"
diff --git a/contracts/schemas/input-record.yaml b/contracts/schemas/input-record.yaml
new file mode 100644
index 00000000..65dd2055
--- /dev/null
+++ b/contracts/schemas/input-record.yaml
@@ -0,0 +1,138 @@
+# Input-related schemas
+
+TextInputRequest:
+  type: object
+  required:
+    - narrative
+  properties:
+    narrative:
+      type: string
+      description: Free-text incident narrative (10+ words, max 50,000 characters)
+      minLength: 20
+      maxLength: 50000
+    station_id:
+      type: string
+      description: Station identifier
+    responder_badge:
+      type: string
+      description: Badge number of the reporting responder
+    incident_date_hint:
+      type: string
+      format: date
+      description: Approximate date of the incident
+
+VoiceInputResponse:
+  type: object
+  required:
+    - input_id
+    - status
+    - input_type
+  properties:
+    input_id:
+      type: string
+      format: uuid
+    status:
+      type: string
+      enum:
+        - queued
+    input_type:
+      type: string
+      enum:
+        - voice
+    estimated_processing_seconds:
+      type: integer
+    created_at:
+      type: string
+      format: date-time
+    job_id:
+      type: string
+      format: uuid
+      description: Job ID for polling transcription status
+    poll_url:
+      type: string
+      description: URL to poll for input status
+
+TextInputResponse:
+  type: object
+  required:
+    - input_id
+    - status
+    - input_type
+  properties:
+    input_id:
+      type: string
+      format: uuid
+    status:
+      type: string
+      enum:
+        - ready
+    input_type:
+      type: string
+      enum:
+        - text
+    character_count:
+      type: integer
+    word_count:
+      type: integer
+    created_at:
+      type: string
+      format: date-time
+
+InputRecord:
+  type: object
+  required:
+    - input_id
+    - input_type
+    - status
+  properties:
+    input_id:
+      type: string
+      format: uuid
+    input_type:
+      type: string
+      enum:
+        - voice
+        - text
+    status:
+      $ref: "enums.yaml#/InputStatus"
+    transcript:
+      type: string
+      nullable: true
+      description: Transcribed text (for voice) or original narrative (for text). Null while transcribing.
+    original_filename:
+      type: string
+      nullable: true
+      description: Original audio filename (voice inputs only)
+    audio_duration_seconds:
+      type: number
+      nullable: true
+      description: Duration of audio in seconds (voice inputs only)
+    character_count:
+      type: integer
+      nullable: true
+    word_count:
+      type: integer
+      nullable: true
+    station_id:
+      type: string
+      nullable: true
+    responder_badge:
+      type: string
+      nullable: true
+    incident_date_hint:
+      type: string
+      format: date
+      nullable: true
+    error_detail:
+      type: string
+      nullable: true
+      description: Error message if transcription failed
+    retry_after_seconds:
+      type: integer
+      description: Polling hint present when status is queued or transcribing
+    created_at:
+      type: string
+      format: date-time
+    updated_at:
+      type: string
+      format: date-time
diff --git a/contracts/schemas/reporting.yaml b/contracts/schemas/reporting.yaml
new file mode 100644
index 00000000..f352e709
--- /dev/null
+++ b/contracts/schemas/reporting.yaml
@@ -0,0 +1,112 @@
+# Reporting & Analytics schemas
+
+ReportSummary:
+  type: object
+  properties:
+    date_from:
+      type: string
+      format: date
+    date_to:
+      type: string
+      format: date
+    total_incidents:
+      type: integer
+    by_type:
+      type: object
+      additionalProperties:
+        type: integer
+      description: Incident counts grouped by category
+    by_status:
+      type: object
+      additionalProperties:
+        type: integer
+      description: Incident counts grouped by report status
+    forms_generated:
+      type: integer
+    avg_completeness_score:
+      type: number
+    avg_processing_time_seconds:
+      type: number
+    groups:
+      type: array
+      items:
+        type: object
+        properties:
+          period:
+            type: string
+            description: Period label (e.g. "2024-07" for monthly, "fire" for by type)
+          incident_count:
+            type: integer
+          forms_generated:
+            type: integer
+
+GenerateReportRequest:
+  type: object
+  required:
+    - period_type
+    - year
+  properties:
+    period_type:
+      $ref: "../schemas/enums.yaml#/PeriodType"
+    year:
+      type: integer
+      minimum: 2000
+      maximum: 2100
+    month:
+      type: integer
+      minimum: 1
+      maximum: 12
+      description: Required when period_type is "monthly"
+    quarter:
+      type: integer
+      minimum: 1
+      maximum: 4
+      description: Required when period_type is "quarterly"
+    format:
+      $ref: "../schemas/enums.yaml#/OutputFormat"
+
+PeriodicReport:
+  type: object
+  properties:
+    report_id:
+      type: string
+      format: uuid
+    period_type:
+      $ref: "../schemas/enums.yaml#/PeriodType"
+    period_label:
+      type: string
+      description: Human-readable period (e.g. "July 2024", "Q3 2024", "2024")
+    generated_at:
+      type: string
+      format: date-time
+    summary:
+      $ref: "#/ReportSummary"
+    incidents:
+      type: array
+      items:
+        type: object
+        properties:
+          incident_id:
+            type: string
+            format: uuid
+          incident_number:
+            type: string
+          incident_date:
+            type: string
+            format: date
+          incident_type:
+            type: string
+          status:
+            type: string
+          forms_generated:
+            type: integer
+    compliance:
+      type: object
+      properties:
+        neris_submission_rate:
+          type: number
+          description: Percentage of incidents with NERIS submitted
+        average_submission_delay_days:
+          type: number
+        overdue_incidents:
+          type: integer
diff --git a/contracts/schemas/system.yaml b/contracts/schemas/system.yaml
new file mode 100644
index 00000000..8c256932
--- /dev/null
+++ b/contracts/schemas/system.yaml
@@ -0,0 +1,101 @@
+# System & health check schemas
+
+HealthStatus:
+  type: object
+  required:
+    - status
+    - version
+  properties:
+    status:
+      type: string
+      enum:
+        - healthy
+        - degraded
+        - unhealthy
+    version:
+      type: string
+      description: FireForm API version
+    uptime_seconds:
+      type: integer
+    components:
+      type: object
+      properties:
+        database:
+          $ref: "#/ComponentHealth"
+        ollama:
+          $ref: "#/ComponentHealth"
+        whisper:
+          $ref: "#/ComponentHealth"
+        storage:
+          $ref: "#/ComponentHealth"
+
+ComponentHealth:
+  type: object
+  required:
+    - status
+  properties:
+    status:
+      type: string
+      enum:
+        - healthy
+        - degraded
+        - unhealthy
+    response_time_ms:
+      type: integer
+      nullable: true
+    detail:
+      type: string
+      nullable: true
+    model_loaded:
+      type: string
+      nullable: true
+      description: Currently loaded model (ollama component)
+    disk_free_gb:
+      type: number
+      nullable: true
+      description: Free disk space (storage component)
+    ollama_version:
+      type: string
+      nullable: true
+      description: Ollama server version (ollama component)
+    models_available:
+      type: array
+      nullable: true
+      description: All models pulled and available on the Ollama server (ollama component)
+      items:
+        type: object
+        properties:
+          name:
+            type: string
+          size_gb:
+            type: number
+          quantization:
+            type: string
+            nullable: true
+          loaded:
+            type: boolean
+    current_load:
+      type: object
+      nullable: true
+      description: Current processing load (ollama component)
+      properties:
+        active_requests:
+          type: integer
+        queued_requests:
+          type: integer
+
+SchemaVersion:
+  type: object
+  required:
+    - version
+    - released_at
+  properties:
+    version:
+      type: string
+    released_at:
+      type: string
+      format: date-time
+    changelog:
+      type: string
+    breaking_changes:
+      type: boolean
diff --git a/contracts/schemas/template.yaml b/contracts/schemas/template.yaml
new file mode 100644
index 00000000..45c71f77
--- /dev/null
+++ b/contracts/schemas/template.yaml
@@ -0,0 +1,144 @@
+# Template & Configuration schemas
+
+TemplateSummary:
+  type: object
+  properties:
+    template_id:
+      type: string
+      format: uuid
+    form_type:
+      $ref: "../schemas/enums.yaml#/FormType"
+    display_name:
+      type: string
+    jurisdiction:
+      type: string
+      description: Jurisdiction code (e.g. "US-Federal", "US-CA", "US-GA")
+    agency_type:
+      type: string
+    version:
+      type: string
+    last_updated:
+      type: string
+      format: date
+    field_count:
+      type: integer
+    status:
+      type: string
+      enum:
+        - active
+        - legacy
+        - draft
+
+CreateTemplateRequest:
+  type: object
+  required:
+    - form_type
+    - display_name
+    - jurisdiction
+    - fields
+    - field_mappings_from_canonical
+  properties:
+    form_type:
+      type: string
+      description: Unique form type identifier
+    display_name:
+      type: string
+    jurisdiction:
+      type: string
+    agency_type:
+      type: string
+    fields:
+      type: array
+      items:
+        $ref: "#/TemplateField"
+    field_mappings_from_canonical:
+      type: object
+      additionalProperties:
+        type: string
+      description: |
+        Mapping from canonical FireForm JSON paths to this template's field names.
+        Key = canonical path (e.g. "fire.cause_category"), value = template field name.
+    source_standard:
+      type: string
+      nullable: true
+      description: Reference to the source standard (e.g. "NERIS v2.0", "NFIRS 5.0")
+    pdf_template_ref:
+      type: string
+      nullable: true
+      description: Reference to the PDF template file
+
+Template:
+  allOf:
+    - type: object
+      properties:
+        template_id:
+          type: string
+          format: uuid
+        version:
+          type: string
+        last_updated:
+          type: string
+          format: date
+        field_count:
+          type: integer
+        status:
+          type: string
+          enum: [active, legacy, draft]
+        created_at:
+          type: string
+          format: date-time
+        updated_at:
+          type: string
+          format: date-time
+    - $ref: "#/CreateTemplateRequest"
+
+TemplateField:
+  type: object
+  required:
+    - field_name
+    - field_type
+    - required
+  properties:
+    field_name:
+      type: string
+      description: Field identifier within this template
+    field_type:
+      type: string
+      enum:
+        - string
+        - integer
+        - number
+        - boolean
+        - date
+        - datetime
+        - time
+        - enum
+        - text
+        - array
+      description: Data type of the field
+    required:
+      type: boolean
+    description:
+      type: string
+      nullable: true
+    max_length:
+      type: integer
+      nullable: true
+    min_value:
+      type: number
+      nullable: true
+    max_value:
+      type: number
+      nullable: true
+    allowed_values:
+      type: array
+      items:
+        type: string
+      nullable: true
+      description: Valid values for enum fields
+    canonical_mapping:
+      type: string
+      description: JSON path in canonical FireForm schema this field maps from
+    default_value:
+      nullable: true
+      description: Default value if canonical field is null

From 38253221f5b4795856b410624bb0f93478df71a6 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 9 Jun 2026 11:41:46 +0530
Subject: [PATCH 14/85] renamed incident-contract

---
 .../schemas/{canonical-incident.yaml => incident-contract.yaml}   | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename contracts/schemas/{canonical-incident.yaml => incident-contract.yaml} (100%)

diff --git a/contracts/schemas/canonical-incident.yaml b/contracts/schemas/incident-contract.yaml
similarity index 100%
rename from contracts/schemas/canonical-incident.yaml
rename to contracts/schemas/incident-contract.yaml

From 7b354ea39ea790fefa39adbb6cce84de3d5c69f8 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 9 Jun 2026 11:54:45 +0530
Subject: [PATCH 15/85] updated incident-contracts in all references

---
 contracts/path/extraction.yaml           | 6 +++---
 contracts/schemas/extraction-record.yaml | 8 ++++----
 contracts/schemas/incident-contract.yaml | 4 ++--
 contracts/schemas/incident-record.yaml   | 4 ++--
 4 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/contracts/path/extraction.yaml b/contracts/path/extraction.yaml
index 0e11309b..865e20c4 100644
--- a/contracts/path/extraction.yaml
+++ b/contracts/path/extraction.yaml
@@ -129,9 +129,9 @@ extract_by_id:
                   input_id: "550e8400-e29b-41d4-a716-446655440001"
                   status: "completed"
                   completed_at: "2024-07-15T14:31:05Z"
-                  canonical_incident:
+                  incident_contract:
                     schema_version: "1.1.0"
-                    schema_name: "fireform_canonical_incident"
+                    schema_name: "fireform_incident_contract"
                     extraction_metadata:
                       extract_id: "550e8400-e29b-41d4-a716-446655440020"
                       confidence_score: 0.91
@@ -179,7 +179,7 @@ extract_by_id:
       content:
         application/merge-patch+json:
           schema:
-            $ref: "../schemas/canonical-incident.yaml#/CanonicalIncident"
+            $ref: "../schemas/incident-contract.yaml#/IncidentContract"
           example:
             fire:
               estimated_damage_usd: 250000
diff --git a/contracts/schemas/extraction-record.yaml b/contracts/schemas/extraction-record.yaml
index aef74426..ae0fd487 100644
--- a/contracts/schemas/extraction-record.yaml
+++ b/contracts/schemas/extraction-record.yaml
@@ -27,7 +27,7 @@ ExtractionCompleted:
     - extract_id
     - input_id
     - status
-    - canonical_incident
+    - incident_contract
   properties:
     extract_id:
       type: string
@@ -47,8 +47,8 @@ ExtractionCompleted:
       description: LLM model that performed the extraction
     processing_time_seconds:
       type: number
-    canonical_incident:
-      $ref: "canonical-incident.yaml#/CanonicalIncident"
+    incident_contract:
+      $ref: "incident-contract.yaml#/IncidentContract"
     corrections:
       type: array
       description: Audit trail of manual corrections applied via PATCH
@@ -97,7 +97,7 @@ ExtractionProcessing:
       type: string
       nullable: true
     partial_result:
-      $ref: "canonical-incident.yaml#/CanonicalIncident"
+      $ref: "incident-contract.yaml#/IncidentContract"
 
 ValidationResult:
   type: object
diff --git a/contracts/schemas/incident-contract.yaml b/contracts/schemas/incident-contract.yaml
index a11d1b90..1a129df1 100644
--- a/contracts/schemas/incident-contract.yaml
+++ b/contracts/schemas/incident-contract.yaml
@@ -1,7 +1,7 @@
 # Canonical FireForm Incident Schema
 # This is the master superset schema single source of truth for all downstream forms
 
-CanonicalIncident:
+IncidentContract:
   type: object
   description: |
     The canonical FireForm incident data model. This is the superset schema containing
@@ -16,7 +16,7 @@ CanonicalIncident:
       type: string
       description: Schema name identifier
       enum:
-        - fireform_canonical_incident
+        - fireform_incident_contract
 
     extraction_metadata:
       $ref: "#/ExtractionMetadata"
diff --git a/contracts/schemas/incident-record.yaml b/contracts/schemas/incident-record.yaml
index 932425cc..686e7ce8 100644
--- a/contracts/schemas/incident-record.yaml
+++ b/contracts/schemas/incident-record.yaml
@@ -94,8 +94,8 @@ IncidentRecordFull:
     - $ref: "#/IncidentRecord"
     - type: object
       properties:
-        canonical_incident:
-          $ref: "canonical-incident.yaml#/CanonicalIncident"
+        incident_contract:
+          $ref: "incident-contract.yaml#/IncidentContract"
         forms:
           type: array
           items:

From 0529cfd90f7abc39b6a9006674091375af1b13cf Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 11 Jun 2026 23:43:17 +0530
Subject: [PATCH 16/85] added setup docs, updated contributing.md

---
 CONTRIBUTING.md | 23 +++---------
 docs/SETUP.md   | 98 +++++++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 103 insertions(+), 18 deletions(-)
 create mode 100644 docs/SETUP.md

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 154daf8a..7d297fb3 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -39,25 +39,12 @@ If you have a great idea for FireForm, we'd love to hear it! Please open an issu
 4. Make sure your code lints.
 5. Issue that pull request!
 
-## 🛠️ Local Development Setup
-
-FireForm uses Docker and Docker Compose for the backend to ensure a consistent environment.
-
-### Prerequisites
+**Issues are not formally assigned.** You are free to pick any open issue, work on it, and raise a PR directly. If multiple PRs address the same issue, the first one that actually fixes it generally gets preference. To avoid duplicating someone else's work, coordinate with other contributors on our [Discord](https://discord.gg/nBv5b6kF68) before starting.
 
-- [Docker](https://docs.docker.com/get-docker/)
-- [Docker Compose](https://docs.docker.com/compose/install/)
-- `make` (optional, but recommended)
-- [Node.js](https://nodejs.org/) 20+ (only needed for the desktop app)
+## 💬 Community
 
-### Desktop App Development
+Join our Discord server to ask questions, discuss issues, and coordinate work with other contributors: https://discord.gg/nBv5b6kF68
 
-The frontend is a vanilla HTML/CSS/JS app wrapped in Electron. To run it locally:
-
-```bash
-cd frontend
-npm install    # one-time setup
-npm start      # launches the Electron desktop window
-```
+## 🛠️ Local Development Setup
 
-The backend (API + Ollama) must be running separately via Docker — see `make fireform`.
+See the [Setup Guide](docs/SETUP.md) for the full walkthrough: prerequisites, running the backend with Docker, testing endpoints via Swagger UI, day-to-day commands, and troubleshooting.
diff --git a/docs/SETUP.md b/docs/SETUP.md
new file mode 100644
index 00000000..216bc24e
--- /dev/null
+++ b/docs/SETUP.md
@@ -0,0 +1,98 @@
+# Setup Guide
+
+This guide gets the FireForm backend running locally with Docker. It assumes you are comfortable with git and a terminal, but new to this project.
+
+## Prerequisites
+
+- [Docker](https://docs.docker.com/get-docker/) **24 or newer**, with the Docker daemon running
+- Docker Compose v2 (bundled with Docker Desktop; verify with `docker compose version`)
+- `make`
+- ~3 GB of free disk space (Docker images + LLM model weights)
+
+## Setup
+
+### 1. Clone the repository
+
+```bash
+git clone https://github.com/fireform-core/FireForm.git
+cd FireForm
+```
+
+### 2. Run first-time setup
+
+```bash
+make init
+```
+
+This will:
+
+1. Check that Docker meets the requirements above
+2. Create `docker/.env.dev` from `docker/.env.example` (gitignored; defaults work out of the box)
+3. Prompt you to pick an Ollama model (the default, `qwen2.5:1.5b`, is the smallest and fine for development)
+4. Offer to build and start everything answer `y`, or run `make fireform` later
+
+### 3. Build and start (if you skipped it in step 2)
+
+```bash
+make fireform
+```
+
+This builds the Docker images, starts the containers, waits for Ollama, and pulls the LLM model. The first run takes several minutes (image build + model download); later runs are fast.
+
+When it finishes you'll see:
+
+```
+FireForm is ready!
+   API:      http://localhost:8000
+   API Docs: http://localhost:8000/docs
+```
+
+### 4. Verify it works
+
+Open **http://localhost:8000/docs** in your browser. This is the interactive Swagger UI you can explore and test every API endpoint directly from there (expand an endpoint, click _Try it out_, then _Execute_).
+
+## Day-to-day commands
+
+| Command      | What it does                                                             |
+| ------------ | ------------------------------------------------------------------------ |
+| `make up`    | Start containers                                                         |
+| `make down`  | Stop containers (data is preserved)                                      |
+| `make logs`  | Stream all container logs (`make logs-app` / `make logs-ollama` for one) |
+| `make shell` | Open a shell inside the app container                                    |
+| `make test`  | Run the test suite                                                       |
+| `make help`  | List all commands                                                        |
+
+The dev container mounts the source code, so code changes reload automatically — no rebuild needed. Rebuild (`make build`) only when dependencies in `requirements.txt` or the Dockerfile change.
+
+## Frontend (optional)
+
+The desktop/web frontend lives in a separate repository:
+
+```bash
+git clone https://github.com/fireform-core/fireform-frontend.git
+```
+
+Follow the README in that repository to run it. The backend from this guide must be running for the frontend to work.
+
+## Troubleshooting
+
+**`make init` fails dependency checks**
+Docker isn't running or is too old. Start Docker Desktop (or the Docker daemon) and confirm `docker version` reports 24+.
+
+**Port 8000 already in use**
+Another process is bound to the port. Either stop it, or change `APP_PORT` in `docker/.env.dev` and run `make down && make up`.
+
+**Model pull is slow or times out**
+The first `make fireform` downloads the LLM weights (~1 GB for the default model). On a slow connection just wait, or re-run `make pull-model` it resumes safely.
+
+**Containers start but the API doesn't respond**
+Check `make logs-app` for the actual error. The entrypoint runs database migrations on startup, so the API takes a few seconds after the container starts.
+
+**Want a clean slate**
+`make super-clean` stops everything and **deletes all volumes** database, uploads, and downloaded model weights. Only use it when you intend to wipe all local data.
+
+## Where to go next
+
+- **Join our [Discord](https://discord.gg/nBv5b6kF68)** — ask questions and coordinate with other contributors
+- [CONTRIBUTING.md](../CONTRIBUTING.md) - how to contribute
+- [docker/README.md](../docker/README.md) - Docker layout, env vars, and volumes in detail

From c131ee14d479a806c8037d9c8ab5e20d0cb5d795 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 12 Jun 2026 03:13:11 +0530
Subject: [PATCH 17/85] added project structure

---
 CONTRIBUTING.md                |  2 +
 docs/{SETUP.md => 1. SETUP.md} |  1 +
 docs/2. PROJECT_STRUCTURE.md   | 87 ++++++++++++++++++++++++++++++++++
 3 files changed, 90 insertions(+)
 rename docs/{SETUP.md => 1. SETUP.md} (97%)
 create mode 100644 docs/2. PROJECT_STRUCTURE.md

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 7d297fb3..6cf0be75 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -48,3 +48,5 @@ Join our Discord server to ask questions, discuss issues, and coordinate work wi
 ## 🛠️ Local Development Setup
 
 See the [Setup Guide](docs/SETUP.md) for the full walkthrough: prerequisites, running the backend with Docker, testing endpoints via Swagger UI, day-to-day commands, and troubleshooting.
+
+Before writing code, read the [Project Structure](docs/PROJECT_STRUCTURE.md) guide — it explains how the codebase is organized and where new code should go.
diff --git a/docs/SETUP.md b/docs/1. SETUP.md
similarity index 97%
rename from docs/SETUP.md
rename to docs/1. SETUP.md
index 216bc24e..5b4de340 100644
--- a/docs/SETUP.md
+++ b/docs/1. SETUP.md	
@@ -95,4 +95,5 @@ Check `make logs-app` for the actual error. The entrypoint runs database migrati
 
 - **Join our [Discord](https://discord.gg/nBv5b6kF68)** — ask questions and coordinate with other contributors
 - [CONTRIBUTING.md](../CONTRIBUTING.md) - how to contribute
+- [PROJECT_STRUCTURE.md](PROJECT_STRUCTURE.md) - how the codebase is organized and where new code goes
 - [docker/README.md](../docker/README.md) - Docker layout, env vars, and volumes in detail
diff --git a/docs/2. PROJECT_STRUCTURE.md b/docs/2. PROJECT_STRUCTURE.md
new file mode 100644
index 00000000..cee9c40f
--- /dev/null
+++ b/docs/2. PROJECT_STRUCTURE.md	
@@ -0,0 +1,87 @@
+# Project Structure
+
+This document explains how the FireForm repository is organized and, when you add new code, where it should go.
+
+## Top-level layout
+
+```
+FireForm/
+├── app/                # Backend source code (FastAPI application)
+├── tests/              # Test suite (pytest)
+├── docker/             # Dockerfiles, compose files, env templates
+├── scripts/            # Shell scripts
+├── docs/               # Project documentation
+├── examples/           # Standalone demo scripts
+├── data/               # Local runtime data (gitignored contents)
+├── Makefile            # Entry point for all dev commands (`make help`)
+└── requirements.txt    # Python dependencies
+```
+
+| You want to…                     | Go to                                                   |
+| -------------------------------- | ------------------------------------------------------- |
+| Change backend behavior          | `app/`                                                  |
+| Add or fix tests                 | `tests/`                                                |
+| Change container setup, env vars | `docker/` (see [docker/README.md](../docker/README.md)) |
+| Change setup/bootstrap scripts   | `scripts/`                                              |
+| Add documentation                | `docs/`                                                 |
+| Add dev commands                 | `Makefile`                                              |
+
+## Inside `app/`
+
+The backend follows a layered structure: **routes → services → repositories → database**. Requests enter through the API layer, business logic lives in services, and all database access goes through repositories.
+
+```
+app/
+├── main.py             # App factory: creates FastAPI app, wires middleware and routers
+├── api/                # HTTP layer -  request/response handling only, no business logic
+│   ├── router.py       # Aggregates all route modules into one router; main.py mounts this
+│   ├── deps.py         # Shared FastAPI dependencies (e.g. DB session injection)
+│   ├── routes/         # One module per feature (forms.py, templates.py, …)
+│   └── schemas/        # Pydantic request/response models, one module per feature
+├── core/               # App-wide infrastructure
+│   ├── config.py       # All settings and env var reading nothing else reads os.environ
+│   ├── lifespan.py     # Startup/shutdown logic (DB init, etc.)
+│   ├── logging.py      # Logging configuration
+│   └── errors/         # Custom exception classes (base.py) and handlers (handlers.py)
+├── services/           # Business logic — LLM extraction, PDF filling, orchestration
+├── db/                 # Database engine/session (database.py) and repositories.py
+├── models/             # SQLAlchemy ORM models
+└── utils/              # Small generic helpers with no business logic
+```
+
+### Where does my new code go?
+
+**Adding a new API endpoint:**
+
+1. `app/api/schemas/<...>.py` - Pydantic models for the request and response bodies
+2. `app/api/routes/<...>.py` - the route handlers; keep them thin, delegate to a service
+3. `app/api/router.py` - register the new router (one `include_router` line)
+4. Business logic goes in `app/services/`, not in the route handler
+
+**Adding business logic:** `app/services/`. A service should not know about HTTP (no FastAPI imports) it takes plain data in and returns plain data, so it can be tested and reused independently.
+
+**Adding a database table:** define the ORM model in `app/models/models.py`, and add its query/persistence functions to `app/db/repositories.py`. Services call repositories; routes never touch the database directly.
+
+**Adding a setting or env var:** declare it in `app/core/config.py` and document it in `docker/.env.example`. Code elsewhere imports from `config`, never reads `os.environ` itself.
+
+**Adding a custom error:** subclass in `app/core/errors/base.py`; map it to an HTTP response in `app/core/errors/handlers.py`.
+
+## Tests
+
+Tests live in `tests/`, run with `make test` (pytest inside the app container). `conftest.py` holds shared fixtures. Name files `test_<area>.py` and mirror what you're testing: API endpoint tests alongside `test_api.py`, model/DB tests alongside `test_model.py`.
+Note: Tests will be undergoing many changes hence the docs can be outdated, Please raise issue if tests or docs are outdated.
+
+## Docker & scripts
+
+- `docker/dev/` - development image (hot reload, source mounted) and its compose file. This is what `make up` runs.
+- `docker/prod/` - production image (multi-stage build, gunicorn, no source mount).
+- `docker/.env.example` - template for env vars; copied to `.env.dev` by `make init`.
+- `scripts/` - shell scripts invoked by `make init` (dependency checks, env file creation, model selection) and by container startup. Not meant to be run directly.
+
+Full details: [docker/README.md](../docker/README.md).
+
+## Everything else
+
+- `examples/` - runnable demo scripts showing the pipeline end to end; not imported by the app.
+- `data/` - runtime working data on your machine; contents are not part of the codebase.
+- `src/`, `temp/` - scratch/legacy directories slated for cleanup; don't add new code here.

From 6ea00393f865393b2a3aee3aa5c93942a17e5fc0 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 12 Jun 2026 19:17:47 +0530
Subject: [PATCH 18/85] Updated renamed file name

---
 CONTRIBUTING.md  | 4 ++--
 docs/1. SETUP.md | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 6cf0be75..d30e9b93 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -47,6 +47,6 @@ Join our Discord server to ask questions, discuss issues, and coordinate work wi
 
 ## 🛠️ Local Development Setup
 
-See the [Setup Guide](docs/SETUP.md) for the full walkthrough: prerequisites, running the backend with Docker, testing endpoints via Swagger UI, day-to-day commands, and troubleshooting.
+See the [Setup Guide](docs/1.%20SETUP.md) for the full walkthrough: prerequisites, running the backend with Docker, testing endpoints via Swagger UI, day-to-day commands, and troubleshooting.
 
-Before writing code, read the [Project Structure](docs/PROJECT_STRUCTURE.md) guide — it explains how the codebase is organized and where new code should go.
+Before writing code, read the [Project Structure](docs/2.%20PROJECT_STRUCTURE.md) guide — it explains how the codebase is organized and where new code should go.
diff --git a/docs/1. SETUP.md b/docs/1. SETUP.md
index 5b4de340..30d2aeee 100644
--- a/docs/1. SETUP.md	
+++ b/docs/1. SETUP.md	
@@ -95,5 +95,5 @@ Check `make logs-app` for the actual error. The entrypoint runs database migrati
 
 - **Join our [Discord](https://discord.gg/nBv5b6kF68)** — ask questions and coordinate with other contributors
 - [CONTRIBUTING.md](../CONTRIBUTING.md) - how to contribute
-- [PROJECT_STRUCTURE.md](PROJECT_STRUCTURE.md) - how the codebase is organized and where new code goes
+- [PROJECT_STRUCTURE.md](2.%20PROJECT_STRUCTURE.md) - how the codebase is organized and where new code goes
 - [docker/README.md](../docker/README.md) - Docker layout, env vars, and volumes in detail

From b59006987b0401a4129031ac7bafbde0b4e831cb Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Wed, 17 Jun 2026 14:27:36 +0530
Subject: [PATCH 19/85] Fixed whisper and ollama URL in .env.example. Fix #537

---
 docker/.env.example | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/docker/.env.example b/docker/.env.example
index c4321ac7..4532e0d7 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -1,5 +1,4 @@
-# Copy this file to .env.dev or .env.prod and fill in values.
-# Never commit .env.dev or .env.prod — they are gitignored.
+# Copy this file to .env.dev and fill in values.
 
 # --- App ------------------------------------------------------------------
 APP_PORT=8000
@@ -7,14 +6,14 @@ APP_PORT=8000
 # --- Ollama ---------------------------------------------------------------
 # Ollama runs in Docker with port mapped to host. App runs on host.
 # Override to point at an external Ollama instance (e.g. a GPU server).
-OLLAMA_HOST=http://localhost:11434
+OLLAMA_HOST=http://ollama:11434
 OLLAMA_MODEL=qwen2.5:1.5b
 OLLAMA_TIMEOUT=300
 
 # --- Whisper --------------------------------------------------------------
 # Whisper runs in Docker with port mapped to host. App runs on host.
 # Override to point at an external Whisper endpoint.
-WHISPER_HOST=http://localhost:9000
+WHISPER_HOST=http://whisper:9000
 WHISPER_MODEL=small.en
 
 # --- Gunicorn (prod only) -------------------------------------------------
@@ -22,6 +21,4 @@ GUNICORN_WORKERS=2
 
 # --- CORS -----------------------------------------------------------------
 # Comma-separated list of allowed frontend origins.
-# Dev:  http://localhost:5173,http://127.0.0.1:5173
-# Prod: https://your-domain.com
 FRONTEND_ORIGINS=http://localhost:5173,http://127.0.0.1:5173

From 86d232f72bddabcf310da33b3be3cfba6659312f Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 19 Jun 2026 01:44:13 +0530
Subject: [PATCH 20/85] updated dev-docker compose to pull posgres docker image
 and updated .env.example

---
 docker/.env.example    |  4 ++++
 docker/dev/compose.yml | 28 ++++++++++++++++++++++++----
 2 files changed, 28 insertions(+), 4 deletions(-)

diff --git a/docker/.env.example b/docker/.env.example
index 4532e0d7..026a2318 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -3,6 +3,10 @@
 # --- App ------------------------------------------------------------------
 APP_PORT=8000
 
+# --- Database -------------------------------------------------------------
+# Dev: postgres runs inside Docker Compose, no config needed.
+DATABASE_URL=postgresql://fireform:fireform@localhost:5432/fireform
+
 # --- Ollama ---------------------------------------------------------------
 # Ollama runs in Docker with port mapped to host. App runs on host.
 # Override to point at an external Ollama instance (e.g. a GPU server).
diff --git a/docker/dev/compose.yml b/docker/dev/compose.yml
index cdb94ccd..83de9243 100644
--- a/docker/dev/compose.yml
+++ b/docker/dev/compose.yml
@@ -1,4 +1,23 @@
 services:
+  postgres:
+    image: postgres:17-alpine
+    container_name: fireform-postgres
+    environment:
+      POSTGRES_USER: fireform
+      POSTGRES_PASSWORD: fireform
+      POSTGRES_DB: fireform
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+    ports:
+      - "127.0.0.1:5432:5432"
+    networks:
+      - fireform-network
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U fireform"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+
   ollama:
     image: ollama/ollama:latest
     container_name: fireform-ollama
@@ -41,6 +60,8 @@ services:
       dockerfile: docker/dev/Dockerfile
     container_name: fireform-app
     depends_on:
+      postgres:
+        condition: service_healthy
       ollama:
         condition: service_healthy
       whisper:
@@ -49,7 +70,6 @@ services:
     command: ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
     volumes:
       - ../..:/app
-      - fireform_db:/data/db
       - fireform_uploads:/data/uploads
     ports:
       - "${APP_PORT:-8000}:8000"
@@ -57,11 +77,11 @@ services:
       - PYTHONUNBUFFERED=1
       - CUDA_VISIBLE_DEVICES=
       - PYTHONPATH=/app
+      - DATABASE_URL=postgresql://fireform:fireform@postgres:5432/fireform
       - OLLAMA_HOST=${OLLAMA_HOST:-http://ollama:11434}
       - OLLAMA_TIMEOUT=${OLLAMA_TIMEOUT:-300}
       - OLLAMA_MODEL=${OLLAMA_MODEL:-qwen2.5:1.5b}
       - WHISPER_HOST=${WHISPER_HOST:-http://whisper:9000}
-      - FIREFORM_DB_PATH=/data/db/fireform.db
       - FIREFORM_DATA_DIR=/data/uploads
       - FIREFORM_TEMPLATE_DIR=/data/uploads
       - FIREFORM_DB_ECHO=${FIREFORM_DB_ECHO:-true}
@@ -70,12 +90,12 @@ services:
       - fireform-network
 
 volumes:
+  postgres_data:
+    driver: local
   ollama_data:
     driver: local
   whisper_models:
     driver: local
-  fireform_db:
-    driver: local
   fireform_uploads:
     driver: local
 

From 3d20567fa8a1098bc3772f9ccea744c43ae16bb7 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 19 Jun 2026 01:45:31 +0530
Subject: [PATCH 21/85] removed sqlite db path from getting created through
 entrypoint script

---
 docker/entrypoint.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh
index 84a81429..8694d9ff 100755
--- a/docker/entrypoint.sh
+++ b/docker/entrypoint.sh
@@ -2,7 +2,7 @@
 set -e
 
 # Ensure data directories exist (volumes may be empty on first run)
-mkdir -p /data/db /data/uploads
+mkdir -p /data/uploads
 
 # Run DB migrations / init before starting the server
 python3 -m app.db.init_db

From bd645432324709974d1841103d31ca550b661882 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 19 Jun 2026 01:53:09 +0530
Subject: [PATCH 22/85] removed unwanted variables in config.py, Updated
 fallback of database_url

---
 app/core/config.py | 9 ++++-----
 app/db/database.py | 6 +-----
 requirements.txt   | 1 +
 3 files changed, 6 insertions(+), 10 deletions(-)

diff --git a/app/core/config.py b/app/core/config.py
index 055bbadd..d6f723df 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -26,11 +26,10 @@
 DEFAULT_TEMPLATE_DIR = os.getenv("FIREFORM_TEMPLATE_DIR", "data/inputs")
 
 # --- Database -------------------------------------------------------------
-# Keep the SQLite file in the user's home so it survives container rebuilds.
-_APP_HOME = Path(os.path.expanduser("~")) / ".fireform"
-_APP_HOME.mkdir(parents=True, exist_ok=True)
-DB_PATH = Path(os.getenv("FIREFORM_DB_PATH", _APP_HOME / "fireform.db"))
-DATABASE_URL = f"sqlite:///{DB_PATH}"
+DATABASE_URL = os.getenv(
+    "DATABASE_URL",
+    "postgresql://fireform:fireform@localhost:5432/fireform",
+)
 DB_ECHO = os.getenv("FIREFORM_DB_ECHO", "true").lower() == "true"
 
 # --- External services ----------------------------------------------------
diff --git a/app/db/database.py b/app/db/database.py
index 0437afd1..08f95293 100644
--- a/app/db/database.py
+++ b/app/db/database.py
@@ -2,11 +2,7 @@
 
 from app.core.config import DATABASE_URL, DB_ECHO
 
-engine = create_engine(
-    DATABASE_URL,
-    echo=DB_ECHO,
-    connect_args={"check_same_thread": False},
-)
+engine = create_engine(DATABASE_URL, echo=DB_ECHO)
 
 
 def get_session():
diff --git a/requirements.txt b/requirements.txt
index a22229d3..5f57f064 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,6 +5,7 @@ fastapi
 uvicorn
 pydantic
 sqlmodel
+psycopg2-binary
 pytest
 httpx
 numpy<2

From 271e4ba59e822dae666fa8023ad37d0ac96456e5 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 19 Jun 2026 01:59:05 +0530
Subject: [PATCH 23/85] added a seperate docker compose for isolated postgres
 db instance. Removed sqlite references and updated with database_url

---
 docker/prod/compose.postgres.yml | 22 ++++++++++++++++++++++
 docker/prod/compose.yml          |  5 +----
 2 files changed, 23 insertions(+), 4 deletions(-)
 create mode 100644 docker/prod/compose.postgres.yml

diff --git a/docker/prod/compose.postgres.yml b/docker/prod/compose.postgres.yml
new file mode 100644
index 00000000..30e13dc5
--- /dev/null
+++ b/docker/prod/compose.postgres.yml
@@ -0,0 +1,22 @@
+services:
+  postgres:
+    image: postgres:17-alpine
+    container_name: fireform-postgres-prod
+    environment:
+      POSTGRES_USER: ${POSTGRES_USER:-fireform}
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
+      POSTGRES_DB: ${POSTGRES_DB:-fireform}
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+    ports:
+      - "127.0.0.1:5432:5432"
+    restart: unless-stopped
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-fireform}"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+
+volumes:
+  postgres_data:
+    driver: local
diff --git a/docker/prod/compose.yml b/docker/prod/compose.yml
index edd2fa49..9ac8f39f 100644
--- a/docker/prod/compose.yml
+++ b/docker/prod/compose.yml
@@ -53,7 +53,6 @@ services:
               "--access-logfile", "-",
               "--error-logfile", "-"]
     volumes:
-      - fireform_db:/data/db
       - fireform_uploads:/data/uploads
     ports:
       - "${APP_PORT}:8000"
@@ -61,11 +60,11 @@ services:
       - PYTHONUNBUFFERED=1
       - CUDA_VISIBLE_DEVICES=
       - PYTHONPATH=/app
+      - DATABASE_URL=${DATABASE_URL}
       - OLLAMA_HOST=${OLLAMA_HOST}
       - OLLAMA_TIMEOUT=${OLLAMA_TIMEOUT}
       - OLLAMA_MODEL=${OLLAMA_MODEL}
       - WHISPER_HOST=${WHISPER_HOST}
-      - FIREFORM_DB_PATH=/data/db/fireform.db
       - FIREFORM_DATA_DIR=/data/uploads
       - FIREFORM_TEMPLATE_DIR=/data/uploads
       - FIREFORM_DB_ECHO=false
@@ -80,8 +79,6 @@ volumes:
     driver: local
   whisper_models:
     driver: local
-  fireform_db:
-    driver: local
   fireform_uploads:
     driver: local
 

From 89239c828d59a46dce42f62b6228cdfa27741f7c Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Fri, 19 Jun 2026 02:04:23 +0530
Subject: [PATCH 24/85] Removed unwanted dockerfile and compose.

---
 Dockerfile         | 28 -------------
 docker-compose.yml | 97 ----------------------------------------------
 2 files changed, 125 deletions(-)
 delete mode 100644 Dockerfile
 delete mode 100644 docker-compose.yml

diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index b7b00cef..00000000
--- a/Dockerfile
+++ /dev/null
@@ -1,28 +0,0 @@
-
-FROM python:3.11-slim
-
-WORKDIR /app
-
-# Install system dependencies
-RUN apt-get update && apt-get install -y \
-    curl \
-    libgl1 \
-    libglib2.0-0 \
-    libxcb1 \
-    && rm -rf /var/lib/apt/lists/*
-
-# Copy and install Python dependencies
-COPY requirements.txt .
-RUN pip install --no-cache-dir -r requirements.txt
-
-# Copy application code
-COPY . .
-
-# All imports use the app.* package, which requires the root on the path
-ENV PYTHONPATH=/app
-
-# Expose FastAPI port
-EXPOSE 8000
-
-# Start the FastAPI server (not tail -f /dev/null which does nothing)
-CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
diff --git a/docker-compose.yml b/docker-compose.yml
deleted file mode 100644
index 45ad0341..00000000
--- a/docker-compose.yml
+++ /dev/null
@@ -1,97 +0,0 @@
-services:
-  ollama:
-    image: ollama/ollama:latest
-    container_name: fireform-ollama
-    ports:
-      - "127.0.0.1:11434:11434"
-    volumes:
-      - ollama_data:/root/.ollama
-    networks:
-      - fireform-network
-    healthcheck:
-      test: ["CMD-SHELL", "ollama list || exit 1"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-      start_period: 30s
-
-  whisper:
-    # Multi-arch (arm64 + amd64) Whisper ASR service — runs natively on Apple
-    # Silicon. Uses the faster-whisper (CTranslate2) engine and bundles ffmpeg,
-    # so it accepts any audio the browser produces. Model is pulled from
-    # Hugging Face on first request into the whisper_models volume.
-    image: onerahmet/openai-whisper-asr-webservice:latest
-    container_name: fireform-whisper
-    environment:
-      - ASR_ENGINE=faster_whisper
-      - ASR_MODEL=small.en
-      - ASR_MODEL_PATH=/data/whisper
-    volumes:
-      - whisper_models:/data/whisper
-    ports:
-      - "127.0.0.1:9000:9000"
-    networks:
-      - fireform-network
-    healthcheck:
-      test: ["CMD-SHELL", "python3 -c \"import urllib.request; urllib.request.urlopen('http://localhost:9000/docs')\" || exit 1"]
-      interval: 15s
-      timeout: 5s
-      retries: 5
-      start_period: 60s
-
-  app:
-    build:
-      context: .
-      dockerfile: Dockerfile
-    container_name: fireform-app
-    depends_on:
-      ollama:
-        condition: service_healthy
-      whisper:
-        condition: service_started
-    command: /bin/sh -c "python3 -m app.db.init_db && python3 -m uvicorn app.main:app --host 0.0.0.0 --port 8000"
-    volumes:
-      - .:/app
-      # Persist the SQLite DB (~/.fireform) across container rebuilds so created
-      # templates aren't wiped each time the image is recreated.
-      - fireform_db:/root/.fireform
-    ports:
-      - "8000:8000"
-    environment:
-      - PYTHONUNBUFFERED=1
-      - CUDA_VISIBLE_DEVICES=""
-      # Fix #118 #116 — correct PYTHONPATH to project root
-      - PYTHONPATH=/app
-      - OLLAMA_HOST=http://ollama:11434
-      - OLLAMA_TIMEOUT=300
-      - OLLAMA_MODEL=qwen2.5:1.5b
-      - WHISPER_HOST=http://whisper:9000
-    networks:
-      - fireform-network
-
-  frontend:
-    image: python:3.11-slim
-    container_name: fireform-frontend
-    working_dir: /app
-    command: python3 -m http.server 5173 --directory frontend
-    volumes:
-      - .:/app
-    ports:
-      - "5173:5173"
-    depends_on:
-      app:
-        condition: service_started
-    networks:
-      - fireform-network
-
-volumes:
-  ollama_data:
-    driver: local
-  whisper_models:
-    driver: local
-  fireform_db:
-    driver: local
-
-networks:
-  fireform-network:
-    driver: bridge

From d60ce42c0fcdf158605894753cd9f8909d7888bc Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 19 Jun 2026 15:20:48 -0700
Subject: [PATCH 25/85] feat: :sparkles: first simple approach introducing
 fetching data

---
 Makefile                                  |  2 +-
 app/api/router.py                         |  3 +-
 app/api/routes/weather.py                 | 19 ++++++
 app/services/controller.py                |  8 ++-
 app/services/external_apis_coordinator.py | 70 +++++++++++++++++++++++
 requirements.txt                          |  4 ++
 6 files changed, 103 insertions(+), 3 deletions(-)
 create mode 100644 app/api/routes/weather.py
 create mode 100644 app/services/external_apis_coordinator.py

diff --git a/Makefile b/Makefile
index 13ea3665..7d1d3575 100644
--- a/Makefile
+++ b/Makefile
@@ -63,7 +63,7 @@ fireform: build up
 	@echo "Run 'make logs' to view live logs, 'make down' to stop."
 
 build:
-	@$(COMPOSE) build --progress=quiet
+	@$(COMPOSE) build
 
 up:
 	@$(COMPOSE) up -d
diff --git a/app/api/router.py b/app/api/router.py
index ba9c0b56..b66875b2 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -5,8 +5,9 @@
 
 from fastapi import APIRouter
 
-from app.api.routes import forms, templates
+from app.api.routes import forms, templates, weather
 
 api_router = APIRouter()
 api_router.include_router(templates.router)
 api_router.include_router(forms.router)
+api_router.include_router(weather.router)
\ No newline at end of file
diff --git a/app/api/routes/weather.py b/app/api/routes/weather.py
new file mode 100644
index 00000000..babc254a
--- /dev/null
+++ b/app/api/routes/weather.py
@@ -0,0 +1,19 @@
+from fastapi import APIRouter
+
+from app.core.errors.base import AppError
+from app.services.controller import Controller
+
+router = APIRouter(prefix="/weather", tags=["weather"])
+
+
+@router.get("/forecast")
+def get_weather_forecast(latitude: float, longitude: float):
+    """
+    Fetch weather forecast data for the given coordinates.
+    """
+    controller = Controller()
+    try:
+        weather_data = controller.get_weather(latitude, longitude)
+        return weather_data
+    except Exception as e:
+        raise AppError(str(e), status_code=500)
\ No newline at end of file
diff --git a/app/services/controller.py b/app/services/controller.py
index 49c10e48..28eae503 100644
--- a/app/services/controller.py
+++ b/app/services/controller.py
@@ -1,11 +1,17 @@
 from app.services.file_manipulator import FileManipulator
+from app.services.external_apis_coordinator import ExternalAPIsCoordinator
+
 
 class Controller:
     def __init__(self):
         self.file_manipulator = FileManipulator()
+        self.external_apis_coordinator = ExternalAPIsCoordinator()
 
     def fill_form(self, user_input: str, fields: list, pdf_form_path: str, model: str = None):
         return self.file_manipulator.fill_form(user_input, fields, pdf_form_path, model=model)
     
     def prepare_fillable(self, pdf_path: str):
-        return self.file_manipulator.prepare_fillable(pdf_path)
\ No newline at end of file
+        return self.file_manipulator.prepare_fillable(pdf_path)
+
+    def get_weather(self, latitude: float, longitude: float):
+        return self.external_apis_coordinator.get_weather(latitude, longitude)
\ No newline at end of file
diff --git a/app/services/external_apis_coordinator.py b/app/services/external_apis_coordinator.py
new file mode 100644
index 00000000..984368c9
--- /dev/null
+++ b/app/services/external_apis_coordinator.py
@@ -0,0 +1,70 @@
+import openmeteo_requests
+
+import pandas as pd
+import requests_cache
+from retry_requests import retry
+
+class ExternalAPIsCoordinator:
+    def __init__(self):
+        pass
+    
+    def get_weather(self, latitude: float, longitude: float):
+        """
+        Get weather data for a given latitude and longitude.
+
+        Args:
+            latitude (float): The latitude of the location.
+            longitude (float): The longitude of the location.
+
+        Returns:
+            dict: A dictionary containing the weather data.
+        """
+        
+        # Setup the Open-Meteo API client with cache and retry on error
+        cache_session = requests_cache.CachedSession('.cache', expire_after = 3600)
+        retry_session = retry(cache_session, retries = 5, backoff_factor = 0.2)
+        openmeteo = openmeteo_requests.Client(session = retry_session)
+
+        # Make sure all required weather variables are listed here
+        # The order of variables in hourly or daily is important to assign them correctly below
+        url = "https://api.open-meteo.com/v1/forecast"
+        params = {
+            "latitude": latitude,
+            "longitude": longitude,
+            "hourly": "temperature_2m",
+        }
+        responses = openmeteo.weather_api(url, params = params)
+
+        # Process first location. Add a for-loop for multiple locations or weather models
+        response = responses[0]
+        print(f"Coordinates: {response.Latitude()}°N {response.Longitude()}°E")
+        print(f"Elevation: {response.Elevation()} m asl")
+        print(f"Timezone difference to GMT+0: {response.UtcOffsetSeconds()}s")
+
+        # Process hourly data. The order of variables needs to be the same as requested.
+        hourly = response.Hourly()
+        hourly_temperature_2m = hourly.Variables(0).ValuesAsNumpy()
+
+        hourly_data = {
+            "date": pd.date_range(
+                start = pd.to_datetime(hourly.Time(), unit = "s", utc = True),
+                end =  pd.to_datetime(hourly.TimeEnd(), unit = "s", utc = True),
+                freq = pd.Timedelta(seconds = hourly.Interval()),
+                inclusive = "left"
+            )
+        }
+
+        hourly_data["temperature_2m"] = hourly_temperature_2m.tolist()
+        
+        # Convert pandas Timestamp objects to ISO strings for JSON serialization
+        hourly_data["date"] = [d.isoformat() for d in hourly_data["date"]]
+
+        return {
+            "latitude": response.Latitude(),
+            "longitude": response.Longitude(),
+            "elevation": response.Elevation(),
+            "timezone": response.Timezone(),
+            "timezone_abbreviation": response.TimezoneAbbreviation(),
+            "utc_offset_seconds": response.UtcOffsetSeconds(),
+            "hourly": hourly_data
+        }
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 5f57f064..fb23c427 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,3 +12,7 @@ numpy<2
 ollama
 pypdf
 python-multipart
+openmeteo-requests
+requests-cache
+retry-requests
+pandas
\ No newline at end of file

From 4994cfb2ae2a8b0fae39c76740690b586d9bd8aa Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 19 Jun 2026 16:38:52 -0700
Subject: [PATCH 26/85] feat: :sparkles: multiple weather fields can be
 fetched, fetched data graphically shown and incorporated to the LLM input

---
 app/api/routes/weather.py                 | 27 ++++++++++-
 app/services/controller.py                |  4 +-
 app/services/external_apis_coordinator.py | 58 +++++++++++++++--------
 3 files changed, 64 insertions(+), 25 deletions(-)

diff --git a/app/api/routes/weather.py b/app/api/routes/weather.py
index babc254a..89c5bfd4 100644
--- a/app/api/routes/weather.py
+++ b/app/api/routes/weather.py
@@ -5,15 +5,38 @@
 
 router = APIRouter(prefix="/weather", tags=["weather"])
 
+ALL_HOURLY_FIELDS = [
+    "temperature_2m",
+    "relative_humidity_2m",
+    "rain",
+    "apparent_temperature",
+    "precipitation_probability",
+    "precipitation",
+    "wind_direction_10m",
+    "wind_speed_10m",
+    "soil_temperature_0cm",
+    "uv_index",
+]
+
 
 @router.get("/forecast")
-def get_weather_forecast(latitude: float, longitude: float):
+def get_weather_forecast(
+    latitude: float,
+    longitude: float,
+    fields: str | None = None,
+):
     """
     Fetch weather forecast data for the given coordinates.
+
+    Query params:
+      - latitude, longitude: required floats
+      - fields: optional comma-separated list of hourly variables to include.
+                Defaults to all supported fields when omitted.
     """
     controller = Controller()
     try:
-        weather_data = controller.get_weather(latitude, longitude)
+        requested = [f.strip() for f in fields.split(",") if f.strip()] if fields else []
+        weather_data = controller.get_weather(latitude, longitude, hourly_fields=requested)
         return weather_data
     except Exception as e:
         raise AppError(str(e), status_code=500)
\ No newline at end of file
diff --git a/app/services/controller.py b/app/services/controller.py
index 28eae503..248c7c70 100644
--- a/app/services/controller.py
+++ b/app/services/controller.py
@@ -13,5 +13,5 @@ def fill_form(self, user_input: str, fields: list, pdf_form_path: str, model: st
     def prepare_fillable(self, pdf_path: str):
         return self.file_manipulator.prepare_fillable(pdf_path)
 
-    def get_weather(self, latitude: float, longitude: float):
-        return self.external_apis_coordinator.get_weather(latitude, longitude)
\ No newline at end of file
+    def get_weather(self, latitude: float, longitude: float, hourly_fields: list = None):
+        return self.external_apis_coordinator.get_weather(latitude, longitude, hourly_fields=hourly_fields)
\ No newline at end of file
diff --git a/app/services/external_apis_coordinator.py b/app/services/external_apis_coordinator.py
index 984368c9..407029c2 100644
--- a/app/services/external_apis_coordinator.py
+++ b/app/services/external_apis_coordinator.py
@@ -4,58 +4,74 @@
 import requests_cache
 from retry_requests import retry
 
+# All supported hourly fields exposed by this service
+ALL_HOURLY_FIELDS = [
+    "temperature_2m",
+    "relative_humidity_2m",
+    "rain",
+    "apparent_temperature",
+    "precipitation_probability",
+    "precipitation",
+    "wind_direction_10m",
+    "wind_speed_10m",
+    "soil_temperature_0cm",
+    "uv_index",
+]
+
+
 class ExternalAPIsCoordinator:
     def __init__(self):
         pass
-    
-    def get_weather(self, latitude: float, longitude: float):
+
+    def get_weather(self, latitude: float, longitude: float, hourly_fields: list[str] | None = None):
         """
         Get weather data for a given latitude and longitude.
 
         Args:
             latitude (float): The latitude of the location.
             longitude (float): The longitude of the location.
+            hourly_fields (list[str] | None): Subset of hourly variables to request.
+                Defaults to ALL_HOURLY_FIELDS when None or empty.
 
         Returns:
             dict: A dictionary containing the weather data.
         """
-        
+        requested = [f for f in (hourly_fields or []) if f in ALL_HOURLY_FIELDS]
+        if not requested:
+            requested = list(ALL_HOURLY_FIELDS)
+
         # Setup the Open-Meteo API client with cache and retry on error
-        cache_session = requests_cache.CachedSession('.cache', expire_after = 3600)
-        retry_session = retry(cache_session, retries = 5, backoff_factor = 0.2)
-        openmeteo = openmeteo_requests.Client(session = retry_session)
+        cache_session = requests_cache.CachedSession('.cache', expire_after=3600)
+        retry_session = retry(cache_session, retries=5, backoff_factor=0.2)
+        openmeteo = openmeteo_requests.Client(session=retry_session)
 
-        # Make sure all required weather variables are listed here
-        # The order of variables in hourly or daily is important to assign them correctly below
         url = "https://api.open-meteo.com/v1/forecast"
         params = {
             "latitude": latitude,
             "longitude": longitude,
-            "hourly": "temperature_2m",
+            "hourly": requested,
         }
-        responses = openmeteo.weather_api(url, params = params)
+        responses = openmeteo.weather_api(url, params=params)
 
-        # Process first location. Add a for-loop for multiple locations or weather models
         response = responses[0]
         print(f"Coordinates: {response.Latitude()}°N {response.Longitude()}°E")
         print(f"Elevation: {response.Elevation()} m asl")
         print(f"Timezone difference to GMT+0: {response.UtcOffsetSeconds()}s")
 
-        # Process hourly data. The order of variables needs to be the same as requested.
         hourly = response.Hourly()
-        hourly_temperature_2m = hourly.Variables(0).ValuesAsNumpy()
 
-        hourly_data = {
+        hourly_data: dict = {
             "date": pd.date_range(
-                start = pd.to_datetime(hourly.Time(), unit = "s", utc = True),
-                end =  pd.to_datetime(hourly.TimeEnd(), unit = "s", utc = True),
-                freq = pd.Timedelta(seconds = hourly.Interval()),
-                inclusive = "left"
+                start=pd.to_datetime(hourly.Time(), unit="s", utc=True),
+                end=pd.to_datetime(hourly.TimeEnd(), unit="s", utc=True),
+                freq=pd.Timedelta(seconds=hourly.Interval()),
+                inclusive="left",
             )
         }
 
-        hourly_data["temperature_2m"] = hourly_temperature_2m.tolist()
-        
+        for i, field in enumerate(requested):
+            hourly_data[field] = hourly.Variables(i).ValuesAsNumpy().tolist()
+
         # Convert pandas Timestamp objects to ISO strings for JSON serialization
         hourly_data["date"] = [d.isoformat() for d in hourly_data["date"]]
 
@@ -66,5 +82,5 @@ def get_weather(self, latitude: float, longitude: float):
             "timezone": response.Timezone(),
             "timezone_abbreviation": response.TimezoneAbbreviation(),
             "utc_offset_seconds": response.UtcOffsetSeconds(),
-            "hourly": hourly_data
+            "hourly": hourly_data,
         }
\ No newline at end of file

From 83cdddddb18ddde423d0b84a0a0107cbe3799029 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 19 Jun 2026 18:07:49 -0700
Subject: [PATCH 27/85] feat: :sparkles: start and end date

---
 app/api/routes/weather.py                 |  4 +-
 app/services/controller.py                |  4 +-
 app/services/external_apis/weather_api.py | 87 ++++++++++++++++++++++
 app/services/external_apis_coordinator.py | 88 ++---------------------
 4 files changed, 97 insertions(+), 86 deletions(-)
 create mode 100644 app/services/external_apis/weather_api.py

diff --git a/app/api/routes/weather.py b/app/api/routes/weather.py
index 89c5bfd4..2e5b493b 100644
--- a/app/api/routes/weather.py
+++ b/app/api/routes/weather.py
@@ -23,6 +23,8 @@
 def get_weather_forecast(
     latitude: float,
     longitude: float,
+    start_date: str,
+    end_date: str,
     fields: str | None = None,
 ):
     """
@@ -36,7 +38,7 @@ def get_weather_forecast(
     controller = Controller()
     try:
         requested = [f.strip() for f in fields.split(",") if f.strip()] if fields else []
-        weather_data = controller.get_weather(latitude, longitude, hourly_fields=requested)
+        weather_data = controller.get_weather(latitude, longitude, start_date, end_date, hourly_fields=requested)
         return weather_data
     except Exception as e:
         raise AppError(str(e), status_code=500)
\ No newline at end of file
diff --git a/app/services/controller.py b/app/services/controller.py
index 248c7c70..ae79ecc8 100644
--- a/app/services/controller.py
+++ b/app/services/controller.py
@@ -13,5 +13,5 @@ def fill_form(self, user_input: str, fields: list, pdf_form_path: str, model: st
     def prepare_fillable(self, pdf_path: str):
         return self.file_manipulator.prepare_fillable(pdf_path)
 
-    def get_weather(self, latitude: float, longitude: float, hourly_fields: list = None):
-        return self.external_apis_coordinator.get_weather(latitude, longitude, hourly_fields=hourly_fields)
\ No newline at end of file
+    def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list = None):
+        return self.external_apis_coordinator.get_weather(latitude, longitude, start_date, end_date, hourly_fields)
\ No newline at end of file
diff --git a/app/services/external_apis/weather_api.py b/app/services/external_apis/weather_api.py
new file mode 100644
index 00000000..92489bc7
--- /dev/null
+++ b/app/services/external_apis/weather_api.py
@@ -0,0 +1,87 @@
+import openmeteo_requests
+
+import pandas as pd
+import requests_cache
+from retry_requests import retry
+
+# All supported hourly fields exposed by this service
+ALL_HOURLY_FIELDS = [
+    "temperature_2m",
+    "relative_humidity_2m",
+    "rain",
+    "apparent_temperature",
+    "precipitation_probability",
+    "precipitation",
+    "wind_direction_10m",
+    "wind_speed_10m",
+    "soil_temperature_0cm",
+    "uv_index",
+]
+
+class WeatherAPI:
+    def __init__(self):
+        pass
+
+    def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list[str] | None = None):
+        """
+        Get weather data for a given latitude and longitude.
+
+        Args:
+            latitude (float): The latitude of the location.
+            longitude (float): The longitude of the location.
+            hourly_fields (list[str] | None): Subset of hourly variables to request.
+                Defaults to ALL_HOURLY_FIELDS when None or empty.
+            
+        Returns:
+            dict: A dictionary containing the weather data.
+        """
+        requested = [f for f in (hourly_fields or []) if f in ALL_HOURLY_FIELDS]
+        if not requested:
+            requested = list(ALL_HOURLY_FIELDS)
+
+        # Setup the Open-Meteo API client with cache and retry on error
+        cache_session = requests_cache.CachedSession('.cache', expire_after=3600)
+        retry_session = retry(cache_session, retries=5, backoff_factor=0.2)
+        openmeteo = openmeteo_requests.Client(session=retry_session)
+
+        url = "https://api.open-meteo.com/v1/forecast"
+        params = {
+            "latitude": latitude,
+            "longitude": longitude,
+            "hourly": requested,
+            "start_date": start_date,
+	        "end_date": end_date,
+        }
+        responses = openmeteo.weather_api(url, params=params)
+
+        response = responses[0]
+        print(f"Coordinates: {response.Latitude()}°N {response.Longitude()}°E")
+        print(f"Elevation: {response.Elevation()} m asl")
+        print(f"Timezone difference to GMT+0: {response.UtcOffsetSeconds()}s")
+
+        hourly = response.Hourly()
+
+        hourly_data: dict = {
+            "date": pd.date_range(
+                start=pd.to_datetime(hourly.Time(), unit="s", utc=True),
+                end=pd.to_datetime(hourly.TimeEnd(), unit="s", utc=True),
+                freq=pd.Timedelta(seconds=hourly.Interval()),
+                inclusive="left",
+            )
+        }
+
+        for i, field in enumerate(requested):
+            hourly_data[field] = hourly.Variables(i).ValuesAsNumpy().tolist()
+
+        # Convert pandas Timestamp objects to ISO strings for JSON serialization
+        hourly_data["date"] = [d.isoformat() for d in hourly_data["date"]]
+
+        return {
+            "latitude": response.Latitude(),
+            "longitude": response.Longitude(),
+            "elevation": response.Elevation(),
+            "timezone": response.Timezone(),
+            "timezone_abbreviation": response.TimezoneAbbreviation(),
+            "utc_offset_seconds": response.UtcOffsetSeconds(),
+            "hourly": hourly_data,
+        }
\ No newline at end of file
diff --git a/app/services/external_apis_coordinator.py b/app/services/external_apis_coordinator.py
index 407029c2..aca735b8 100644
--- a/app/services/external_apis_coordinator.py
+++ b/app/services/external_apis_coordinator.py
@@ -1,86 +1,8 @@
-import openmeteo_requests
-
-import pandas as pd
-import requests_cache
-from retry_requests import retry
-
-# All supported hourly fields exposed by this service
-ALL_HOURLY_FIELDS = [
-    "temperature_2m",
-    "relative_humidity_2m",
-    "rain",
-    "apparent_temperature",
-    "precipitation_probability",
-    "precipitation",
-    "wind_direction_10m",
-    "wind_speed_10m",
-    "soil_temperature_0cm",
-    "uv_index",
-]
-
+from app.services.external_apis.weather_api import WeatherAPI
 
 class ExternalAPIsCoordinator:
     def __init__(self):
-        pass
-
-    def get_weather(self, latitude: float, longitude: float, hourly_fields: list[str] | None = None):
-        """
-        Get weather data for a given latitude and longitude.
-
-        Args:
-            latitude (float): The latitude of the location.
-            longitude (float): The longitude of the location.
-            hourly_fields (list[str] | None): Subset of hourly variables to request.
-                Defaults to ALL_HOURLY_FIELDS when None or empty.
-
-        Returns:
-            dict: A dictionary containing the weather data.
-        """
-        requested = [f for f in (hourly_fields or []) if f in ALL_HOURLY_FIELDS]
-        if not requested:
-            requested = list(ALL_HOURLY_FIELDS)
-
-        # Setup the Open-Meteo API client with cache and retry on error
-        cache_session = requests_cache.CachedSession('.cache', expire_after=3600)
-        retry_session = retry(cache_session, retries=5, backoff_factor=0.2)
-        openmeteo = openmeteo_requests.Client(session=retry_session)
-
-        url = "https://api.open-meteo.com/v1/forecast"
-        params = {
-            "latitude": latitude,
-            "longitude": longitude,
-            "hourly": requested,
-        }
-        responses = openmeteo.weather_api(url, params=params)
-
-        response = responses[0]
-        print(f"Coordinates: {response.Latitude()}°N {response.Longitude()}°E")
-        print(f"Elevation: {response.Elevation()} m asl")
-        print(f"Timezone difference to GMT+0: {response.UtcOffsetSeconds()}s")
-
-        hourly = response.Hourly()
-
-        hourly_data: dict = {
-            "date": pd.date_range(
-                start=pd.to_datetime(hourly.Time(), unit="s", utc=True),
-                end=pd.to_datetime(hourly.TimeEnd(), unit="s", utc=True),
-                freq=pd.Timedelta(seconds=hourly.Interval()),
-                inclusive="left",
-            )
-        }
-
-        for i, field in enumerate(requested):
-            hourly_data[field] = hourly.Variables(i).ValuesAsNumpy().tolist()
-
-        # Convert pandas Timestamp objects to ISO strings for JSON serialization
-        hourly_data["date"] = [d.isoformat() for d in hourly_data["date"]]
-
-        return {
-            "latitude": response.Latitude(),
-            "longitude": response.Longitude(),
-            "elevation": response.Elevation(),
-            "timezone": response.Timezone(),
-            "timezone_abbreviation": response.TimezoneAbbreviation(),
-            "utc_offset_seconds": response.UtcOffsetSeconds(),
-            "hourly": hourly_data,
-        }
\ No newline at end of file
+        self.weather_api = WeatherAPI()
+    
+    def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list[str] | None = None):
+        return self.weather_api.get_weather(latitude, longitude, start_date, end_date, hourly_fields)

From 97d98a088e18b191cc42b57fd33f56958fa2a7b8 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 19 Jun 2026 21:01:49 -0700
Subject: [PATCH 28/85] feat: :sparkles: zipcode resolver

---
 app/api/router.py                         |  5 +--
 app/api/routes/zipcode.py                 | 42 +++++++++++++++++++++++
 app/services/controller.py                |  8 ++++-
 app/services/external_apis/zipcode_api.py | 23 +++++++++++++
 app/services/external_apis_coordinator.py |  8 +++++
 examples/pgeocode_demo.py                 |  5 +++
 requirements.txt                          |  3 +-
 7 files changed, 90 insertions(+), 4 deletions(-)
 create mode 100644 app/api/routes/zipcode.py
 create mode 100644 app/services/external_apis/zipcode_api.py
 create mode 100644 examples/pgeocode_demo.py

diff --git a/app/api/router.py b/app/api/router.py
index b66875b2..ea70e65d 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -5,9 +5,10 @@
 
 from fastapi import APIRouter
 
-from app.api.routes import forms, templates, weather
+from app.api.routes import forms, templates, weather, zipcode
 
 api_router = APIRouter()
 api_router.include_router(templates.router)
 api_router.include_router(forms.router)
-api_router.include_router(weather.router)
\ No newline at end of file
+api_router.include_router(weather.router)
+api_router.include_router(zipcode.router)
\ No newline at end of file
diff --git a/app/api/routes/zipcode.py b/app/api/routes/zipcode.py
new file mode 100644
index 00000000..10536ee2
--- /dev/null
+++ b/app/api/routes/zipcode.py
@@ -0,0 +1,42 @@
+from fastapi import APIRouter
+
+from app.core.errors.base import AppError
+from app.services.controller import Controller
+
+router = APIRouter(prefix="/zipcode", tags=["zipcode"])
+
+@router.get("/postal-code")
+def get_postal_code(
+    country: str,
+    postal_code: str,
+):
+    """
+    Fetch data for the given postal code.
+
+    Query params:
+      - country: required string
+      - postal_code: required string
+    """
+    controller = Controller()
+    try:
+        return controller.get_postal_code(country, postal_code)
+    except Exception as e:
+        raise AppError(str(e), status_code=500)
+
+@router.get("/location")
+def get_location(
+    country: str,
+    city: str,
+):
+    """
+    Fetch data for the given location.
+
+    Query params:
+      - country: required string
+      - city: required string
+    """
+    controller = Controller()
+    try:
+        return controller.get_location(country, city)
+    except Exception as e:
+        raise AppError(str(e), status_code=500)
diff --git a/app/services/controller.py b/app/services/controller.py
index ae79ecc8..852b0e71 100644
--- a/app/services/controller.py
+++ b/app/services/controller.py
@@ -14,4 +14,10 @@ def prepare_fillable(self, pdf_path: str):
         return self.file_manipulator.prepare_fillable(pdf_path)
 
     def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list = None):
-        return self.external_apis_coordinator.get_weather(latitude, longitude, start_date, end_date, hourly_fields)
\ No newline at end of file
+        return self.external_apis_coordinator.get_weather(latitude, longitude, start_date, end_date, hourly_fields)
+
+    def get_postal_code(self, country: str, postal_code: str):
+        return self.external_apis_coordinator.get_postal_code(country, postal_code)
+        
+    def get_location(self, country: str, city: str):
+        return self.external_apis_coordinator.get_location(country, city)
\ No newline at end of file
diff --git a/app/services/external_apis/zipcode_api.py b/app/services/external_apis/zipcode_api.py
new file mode 100644
index 00000000..b4bfe5da
--- /dev/null
+++ b/app/services/external_apis/zipcode_api.py
@@ -0,0 +1,23 @@
+import pgeocode
+import numpy as np
+import pandas as pd
+
+class ZipCodeAPI:
+    def __init__(self):
+        pass
+
+    def get_postal_code(self, country: str, postal_code: str):
+        res = pgeocode.Nominatim(country).query_postal_code(postal_code)
+        if isinstance(res, pd.Series):
+            res = res.replace({np.nan: None}).to_dict()
+        elif isinstance(res, pd.DataFrame):
+            res = res.replace({np.nan: None}).to_dict(orient='records')
+        return res
+
+    def get_location(self, country: str, city: str):
+        res = pgeocode.Nominatim(country).query_location(city)
+        if isinstance(res, pd.Series):
+            res = res.replace({np.nan: None}).to_dict()
+        elif isinstance(res, pd.DataFrame):
+            res = res.replace({np.nan: None}).to_dict(orient='records')
+        return res
\ No newline at end of file
diff --git a/app/services/external_apis_coordinator.py b/app/services/external_apis_coordinator.py
index aca735b8..f0c22fd9 100644
--- a/app/services/external_apis_coordinator.py
+++ b/app/services/external_apis_coordinator.py
@@ -1,8 +1,16 @@
+from app.services.external_apis.zipcode_api import ZipCodeAPI
 from app.services.external_apis.weather_api import WeatherAPI
 
 class ExternalAPIsCoordinator:
     def __init__(self):
         self.weather_api = WeatherAPI()
+        self.zipcode_api = ZipCodeAPI()
     
     def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list[str] | None = None):
         return self.weather_api.get_weather(latitude, longitude, start_date, end_date, hourly_fields)
+
+    def get_postal_code(self, country: str, postal_code: str):
+        return self.zipcode_api.get_postal_code(country, postal_code)
+        
+    def get_location(self, country: str, city: str):
+        return self.zipcode_api.get_location(country, city)
\ No newline at end of file
diff --git a/examples/pgeocode_demo.py b/examples/pgeocode_demo.py
new file mode 100644
index 00000000..10201a8c
--- /dev/null
+++ b/examples/pgeocode_demo.py
@@ -0,0 +1,5 @@
+import pgeocode
+
+nomi = pgeocode.Nominatim('us')
+response_pgeo = nomi.query_location("Santa Cruz", top_k=3)
+print(response_pgeo)
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index fb23c427..08ad84db 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -15,4 +15,5 @@ python-multipart
 openmeteo-requests
 requests-cache
 retry-requests
-pandas
\ No newline at end of file
+pandas
+pgeocode
\ No newline at end of file

From 72303382b397867f38793b3a95e4aa8865794e82 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 19 Jun 2026 21:13:49 -0700
Subject: [PATCH 29/85] docs: :memo: openapi contracts of the new created
 endpoints

---
 contracts/openapi.yaml      | 10 +++++++
 contracts/path/weather.yaml | 47 ++++++++++++++++++++++++++++++
 contracts/path/zipcode.yaml | 57 +++++++++++++++++++++++++++++++++++++
 3 files changed, 114 insertions(+)
 create mode 100644 contracts/path/weather.yaml
 create mode 100644 contracts/path/zipcode.yaml

diff --git a/contracts/openapi.yaml b/contracts/openapi.yaml
index 3b19ea3c..781c2217 100644
--- a/contracts/openapi.yaml
+++ b/contracts/openapi.yaml
@@ -31,6 +31,8 @@ tags:
     description: Health checks, schema introspection, and system status
   - name: jobs
     description: Cross-cutting async job status polling
+  - name: external-apis
+    description: Integrations with external APIs (Weather, Zipcode)
 
 paths:
   # ── Layer 1: Input ──────────────────────────────────────────────
@@ -96,3 +98,11 @@ paths:
   # ── Layer 8: Async Jobs ────────────────────────────────────────
   /api/v1/jobs/{job_id}:
     $ref: "path/jobs.yaml#/job_by_id"
+
+  # ── Layer 9: External APIs ─────────────────────────────────────
+  /api/v1/weather/forecast:
+    $ref: "path/weather.yaml#/forecast"
+  /api/v1/zipcode/postal-code:
+    $ref: "path/zipcode.yaml#/postal_code"
+  /api/v1/zipcode/location:
+    $ref: "path/zipcode.yaml#/location"
diff --git a/contracts/path/weather.yaml b/contracts/path/weather.yaml
new file mode 100644
index 00000000..bf7c46b8
--- /dev/null
+++ b/contracts/path/weather.yaml
@@ -0,0 +1,47 @@
+forecast:
+  get:
+    summary: Fetch weather forecast
+    description: Fetch weather data for the given location and fields.
+    tags:
+      - external-apis
+    parameters:
+      - name: latitude
+        in: query
+        required: true
+        schema:
+          type: number
+          format: float
+      - name: longitude
+        in: query
+        required: true
+        schema:
+          type: number
+          format: float
+      - name: start_date
+        in: query
+        required: true
+        schema:
+          type: string
+          format: date
+      - name: end_date
+        in: query
+        required: true
+        schema:
+          type: string
+          format: date
+      - name: fields
+        in: query
+        required: false
+        schema:
+          type: string
+        description: Comma-separated list of hourly variables to request.
+    responses:
+      '200':
+        description: Weather data retrieved successfully
+        content:
+          application/json:
+            schema:
+              type: object
+              additionalProperties: true
+      '500':
+        description: Internal server error
diff --git a/contracts/path/zipcode.yaml b/contracts/path/zipcode.yaml
new file mode 100644
index 00000000..683b4ac4
--- /dev/null
+++ b/contracts/path/zipcode.yaml
@@ -0,0 +1,57 @@
+postal_code:
+  get:
+    summary: Resolve postal code
+    description: Fetch data for the given postal code and country.
+    tags:
+      - external-apis
+    parameters:
+      - name: country
+        in: query
+        required: true
+        schema:
+          type: string
+      - name: postal_code
+        in: query
+        required: true
+        schema:
+          type: string
+    responses:
+      '200':
+        description: Postal code data retrieved successfully
+        content:
+          application/json:
+            schema:
+              type: object
+              additionalProperties: true
+      '500':
+        description: Internal server error
+
+location:
+  get:
+    summary: Resolve location
+    description: Fetch data for the given city and country.
+    tags:
+      - external-apis
+    parameters:
+      - name: country
+        in: query
+        required: true
+        schema:
+          type: string
+      - name: city
+        in: query
+        required: true
+        schema:
+          type: string
+    responses:
+      '200':
+        description: Location data retrieved successfully
+        content:
+          application/json:
+            schema:
+              type: array
+              items:
+                type: object
+                additionalProperties: true
+      '500':
+        description: Internal server error

From c6e3a108a699cb8ef2772c570a651e9173b5fde2 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Sat, 20 Jun 2026 13:47:00 +0530
Subject: [PATCH 30/85] Add /api/v1/health and system schema endpoints (#542)

---
 app/api/router.py             |   6 +
 app/api/schemas/system.py     |  45 +++++
 app/api/v1/__init__.py        |   0
 app/api/v1/router.py          |  13 ++
 app/api/v1/routes/__init__.py |   0
 app/api/v1/routes/system.py   | 184 ++++++++++++++++++++
 tests/test_v1_system.py       | 312 ++++++++++++++++++++++++++++++++++
 7 files changed, 560 insertions(+)
 create mode 100644 app/api/schemas/system.py
 create mode 100644 app/api/v1/__init__.py
 create mode 100644 app/api/v1/router.py
 create mode 100644 app/api/v1/routes/__init__.py
 create mode 100644 app/api/v1/routes/system.py
 create mode 100644 tests/test_v1_system.py

diff --git a/app/api/router.py b/app/api/router.py
index ba9c0b56..cba62424 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -1,12 +1,18 @@
 """Aggregates every route module into a single API router.
 
 Add new feature routers here; main.py only mounts this one router.
+
+IMPORTANT: Never add prefix="/api/v1" to api_router itself — that would
+silently move the existing /templates and /forms routes and break the frontend.
+New v1 endpoints live in app/api/v1/ and are included via v1_router below.
 """
 
 from fastapi import APIRouter
 
 from app.api.routes import forms, templates
+from app.api.v1.router import v1_router
 
 api_router = APIRouter()
 api_router.include_router(templates.router)
 api_router.include_router(forms.router)
+api_router.include_router(v1_router)
diff --git a/app/api/schemas/system.py b/app/api/schemas/system.py
new file mode 100644
index 00000000..bafa5cfc
--- /dev/null
+++ b/app/api/schemas/system.py
@@ -0,0 +1,45 @@
+from pydantic import BaseModel
+
+
+class ModelInfo(BaseModel):
+    name: str
+    size_gb: float
+    quantization: str | None = None
+    loaded: bool
+
+
+class CurrentLoad(BaseModel):
+    active_requests: int
+    queued_requests: int
+
+
+class ComponentHealth(BaseModel):
+    status: str
+    response_time_ms: int | None = None
+    detail: str | None = None
+    model_loaded: str | None = None
+    ollama_version: str | None = None
+    models_available: list[ModelInfo] | None = None
+    current_load: CurrentLoad | None = None
+    disk_free_gb: float | None = None
+
+
+class HealthComponents(BaseModel):
+    database: ComponentHealth
+    ollama: ComponentHealth
+    whisper: ComponentHealth
+    storage: ComponentHealth
+
+
+class HealthStatus(BaseModel):
+    status: str
+    version: str
+    uptime_seconds: int | None = None
+    components: HealthComponents | None = None
+
+
+class SchemaVersion(BaseModel):
+    version: str
+    released_at: str
+    changelog: str | None = None
+    breaking_changes: bool | None = None
diff --git a/app/api/v1/__init__.py b/app/api/v1/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/app/api/v1/router.py b/app/api/v1/router.py
new file mode 100644
index 00000000..da6a812c
--- /dev/null
+++ b/app/api/v1/router.py
@@ -0,0 +1,13 @@
+"""Aggregates all /api/v1 route modules.
+
+This router is included ADDITIVELY in app/api/router.py alongside the
+existing /templates and /forms routers. Never put prefix="/api/v1" on the
+top-level api_router — that would silently move the existing routes.
+"""
+
+from fastapi import APIRouter
+
+from app.api.v1.routes import system
+
+v1_router = APIRouter(prefix="/api/v1")
+v1_router.include_router(system.router)
diff --git a/app/api/v1/routes/__init__.py b/app/api/v1/routes/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/app/api/v1/routes/system.py b/app/api/v1/routes/system.py
new file mode 100644
index 00000000..b31909c3
--- /dev/null
+++ b/app/api/v1/routes/system.py
@@ -0,0 +1,184 @@
+"""System endpoints: GET /api/v1/health, /schema/incident, /schema/incident/versions.
+
+Health contract: contracts/path/system.yaml + contracts/schemas/system.yaml
+"""
+
+import shutil
+import time
+
+import requests
+from fastapi import APIRouter
+from fastapi.responses import JSONResponse
+from sqlalchemy import text
+
+from app.api.schemas.system import (
+    ComponentHealth,
+    HealthComponents,
+    HealthStatus,
+    ModelInfo,
+)
+from app.core.config import APP_VERSION, DATA_DIR, OLLAMA_HOST, WHISPER_HOST
+from app.db.database import engine
+
+router = APIRouter(tags=["system"])
+
+_START_TIME = time.monotonic()
+
+# Tune-able thresholds. _SLOW_MS is patched in tests to trigger degraded
+# without mocking wall-clock time.
+_PROBE_TIMEOUT = 5
+_SLOW_MS = 5_000
+
+
+def _check_database() -> ComponentHealth:
+    t0 = time.monotonic()
+    try:
+        with engine.connect() as conn:
+            conn.execute(text("SELECT 1"))
+        elapsed = int((time.monotonic() - t0) * 1000)
+        return ComponentHealth(status="healthy", response_time_ms=elapsed)
+    except Exception as exc:
+        return ComponentHealth(status="unhealthy", detail=str(exc))
+
+
+def _check_ollama() -> ComponentHealth:
+    t0 = time.monotonic()
+    try:
+        tags_resp = requests.get(f"{OLLAMA_HOST}/api/tags", timeout=_PROBE_TIMEOUT)
+        tags_resp.raise_for_status()
+        elapsed = int((time.monotonic() - t0) * 1000)
+
+        tags_data = tags_resp.json()
+
+        ollama_version: str | None = None
+        try:
+            ver_resp = requests.get(f"{OLLAMA_HOST}/api/version", timeout=_PROBE_TIMEOUT)
+            ver_resp.raise_for_status()
+            ollama_version = ver_resp.json().get("version")
+        except Exception:
+            pass
+
+        running_names: set[str] = set()
+        model_loaded: str | None = None
+        try:
+            ps_resp = requests.get(f"{OLLAMA_HOST}/api/ps", timeout=_PROBE_TIMEOUT)
+            ps_resp.raise_for_status()
+            running = ps_resp.json().get("models", [])
+            running_names = {m.get("name", "") for m in running}
+            if running:
+                model_loaded = running[0].get("name")
+        except Exception:
+            pass
+
+        raw_models = tags_data.get("models", [])
+        models_available: list[ModelInfo] = []
+        for m in raw_models:
+            name = m.get("name", "")
+            size_gb = round(m.get("size", 0) / (1024 ** 3), 2)
+            quantization = m.get("details", {}).get("quantization_level")
+            models_available.append(
+                ModelInfo(name=name, size_gb=size_gb, quantization=quantization, loaded=name in running_names)
+            )
+
+        status = "degraded" if elapsed > _SLOW_MS else "healthy"
+
+        return ComponentHealth(
+            status=status,
+            response_time_ms=elapsed,
+            model_loaded=model_loaded,
+            ollama_version=ollama_version,
+            models_available=models_available if models_available else None,
+            # current_load is always None — Ollama exposes no queue-depth API;
+            # populating it would require fabricating data.
+            current_load=None,
+        )
+    except requests.exceptions.RequestException as exc:
+        return ComponentHealth(status="unhealthy", detail=str(exc))
+
+
+def _check_whisper() -> ComponentHealth:
+    # The onerahmet/openai-whisper-asr-webservice image does not expose /health.
+    # Both compose files probe /docs (a FastAPI auto-endpoint always present).
+    t0 = time.monotonic()
+    try:
+        resp = requests.get(f"{WHISPER_HOST}/docs", timeout=_PROBE_TIMEOUT)
+        resp.raise_for_status()
+        elapsed = int((time.monotonic() - t0) * 1000)
+        return ComponentHealth(status="healthy", response_time_ms=elapsed)
+    except requests.exceptions.RequestException as exc:
+        return ComponentHealth(status="unhealthy", detail=str(exc))
+
+
+def _check_storage() -> ComponentHealth:
+    try:
+        usage = shutil.disk_usage(DATA_DIR)
+        disk_free_gb = round(usage.free / (1024 ** 3), 2)
+        return ComponentHealth(status="healthy", disk_free_gb=disk_free_gb)
+    except OSError as exc:
+        return ComponentHealth(status="unhealthy", detail=str(exc))
+
+
+@router.get(
+    "/health",
+    responses={
+        200: {"model": HealthStatus, "description": "System healthy or degraded"},
+        503: {"model": HealthStatus, "description": "System unhealthy, cannot serve requests"},
+    },
+    summary="System health check",
+)
+def get_health():
+    database = _check_database()
+    ollama = _check_ollama()
+    whisper = _check_whisper()
+    storage = _check_storage()
+
+    components = HealthComponents(
+        database=database, ollama=ollama, whisper=whisper, storage=storage
+    )
+
+    statuses = {database.status, ollama.status, whisper.status, storage.status}
+
+    if database.status == "unhealthy":
+        overall = "unhealthy"
+    elif "unhealthy" in statuses or "degraded" in statuses:
+        overall = "degraded"
+    else:
+        overall = "healthy"
+
+    body = HealthStatus(
+        status=overall,
+        version=APP_VERSION,
+        uptime_seconds=int(time.monotonic() - _START_TIME),
+        components=components,
+    )
+
+    http_status = 503 if overall == "unhealthy" else 200
+    return JSONResponse(
+        content=body.model_dump(exclude_none=True),
+        status_code=http_status,
+    )
+
+
+@router.get("/schema/incident", summary="Get canonical incident JSON Schema")
+def get_schema_incident():
+    # PROVISIONAL: This 501 body shape is not canonical — it will be updated
+    # to match the standardized ErrorResponse envelope once #543 lands.
+    return JSONResponse(
+        status_code=501,
+        content={
+            "error_code": "NOT_IMPLEMENTED",
+            "message": "Incident schema not yet finalised — see issue #555",
+        },
+    )
+
+
+@router.get("/schema/incident/versions", summary="Get incident schema version history")
+def get_schema_versions():
+    # PROVISIONAL: Same as /schema/incident — shape will align with #543.
+    return JSONResponse(
+        status_code=501,
+        content={
+            "error_code": "NOT_IMPLEMENTED",
+            "message": "Schema version history not yet available — see issue #555",
+        },
+    )
diff --git a/tests/test_v1_system.py b/tests/test_v1_system.py
new file mode 100644
index 00000000..a9903be3
--- /dev/null
+++ b/tests/test_v1_system.py
@@ -0,0 +1,312 @@
+"""Tests for GET /api/v1/health, /schema/incident, /schema/incident/versions.
+
+External dependencies (Ollama, Whisper, disk, DB) are mocked at the route-module
+boundary. The health check uses engine.connect() directly (not the get_db
+dependency) so we mock system_mod.engine explicitly in every test.
+"""
+
+from unittest.mock import MagicMock
+
+import pytest
+import requests as requests_lib
+
+import app.api.v1.routes.system as system_mod
+
+
+# ---------------------------------------------------------------------------
+# Low-level helpers
+# ---------------------------------------------------------------------------
+
+def _mock_engine_healthy():
+    """Engine whose connect() succeeds — supports the 'with engine.connect()' pattern."""
+    mock = MagicMock()
+    # MagicMock already supports __enter__/__exit__ automatically
+    return mock
+
+
+def _mock_engine_down():
+    mock = MagicMock()
+    mock.connect.side_effect = Exception("Connection refused")
+    return mock
+
+
+def _mock_engine_execute_fails():
+    """connect() succeeds (context manager enters) but execute() raises — simulates
+    a connection acquired then lost, or a query timeout: the more realistic outage path.
+    """
+    mock = MagicMock()
+    conn = MagicMock()
+    conn.execute.side_effect = Exception("query failed: timeout")
+    mock.connect.return_value.__enter__.return_value = conn
+    return mock
+
+
+def _mock_shutil(free_bytes: int = 120 * 1024 ** 3, raise_oserror: bool = False):
+    """Return a shutil-shaped object whose disk_usage behaves as configured."""
+    mock = MagicMock()
+    if raise_oserror:
+        mock.disk_usage.side_effect = OSError("disk error")
+    else:
+        usage = MagicMock()
+        usage.free = free_bytes
+        mock.disk_usage.return_value = usage
+    return mock
+
+
+def _make_mock_response(json_data=None, status_code=200):
+    m = MagicMock()
+    m.status_code = status_code
+    m.json.return_value = json_data or {}
+    m.raise_for_status.return_value = None
+    return m
+
+
+# ---------------------------------------------------------------------------
+# Canned Ollama / Whisper responses
+# ---------------------------------------------------------------------------
+
+_TAGS_RESPONSE = {
+    "models": [
+        {"name": "llama3:8b", "size": 5_000_000_000, "details": {"quantization_level": "Q4_K_M"}},
+        {"name": "mistral:7b", "size": 4_000_000_000, "details": {"quantization_level": "Q4_0"}},
+    ]
+}
+_VERSION_RESPONSE = {"version": "0.3.0"}
+_PS_RESPONSE = {"models": [{"name": "llama3:8b"}]}
+_PS_EMPTY = {"models": []}
+
+
+def _fake_get_all_healthy(url, timeout=None):
+    """All external services reachable and healthy."""
+    if "/api/tags" in url:
+        return _make_mock_response(_TAGS_RESPONSE)
+    if "/api/version" in url:
+        return _make_mock_response(_VERSION_RESPONSE)
+    if "/api/ps" in url:
+        return _make_mock_response(_PS_RESPONSE)
+    if url.endswith("/docs"):
+        return _make_mock_response()
+    raise ValueError(f"Unexpected URL in test: {url}")
+
+
+def _fake_get_ollama_down(url, timeout=None):
+    """Ollama is unreachable; Whisper is healthy."""
+    if "/api/tags" in url or "/api/version" in url or "/api/ps" in url:
+        raise requests_lib.exceptions.ConnectionError("Ollama down")
+    if url.endswith("/docs"):
+        return _make_mock_response()
+    raise ValueError(f"Unexpected URL in test: {url}")
+
+
+def _fake_get_whisper_down(url, timeout=None):
+    """Whisper is unreachable; Ollama is healthy."""
+    if url.endswith("/docs"):
+        raise requests_lib.exceptions.ConnectionError("Whisper down")
+    if "/api/tags" in url:
+        return _make_mock_response(_TAGS_RESPONSE)
+    if "/api/version" in url:
+        return _make_mock_response(_VERSION_RESPONSE)
+    if "/api/ps" in url:
+        return _make_mock_response(_PS_EMPTY)
+    raise ValueError(f"Unexpected URL in test: {url}")
+
+
+# ---------------------------------------------------------------------------
+# Health endpoint
+# ---------------------------------------------------------------------------
+
+class TestHealthEndpoint:
+
+    def test_all_healthy(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["status"] == "healthy"
+        assert body["version"] is not None
+        assert body["uptime_seconds"] >= 0
+
+        comps = body["components"]
+        assert comps["database"]["status"] == "healthy"
+        assert comps["ollama"]["status"] == "healthy"
+        assert comps["whisper"]["status"] == "healthy"
+        assert comps["storage"]["status"] == "healthy"
+
+    def test_ollama_down_returns_200_degraded(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_ollama_down)
+
+        resp = client.get("/api/v1/health")
+
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["status"] == "degraded"
+        assert body["components"]["ollama"]["status"] == "unhealthy"
+        assert body["components"]["database"]["status"] == "healthy"
+        assert body["components"]["whisper"]["status"] == "healthy"
+
+    def test_whisper_down_returns_200_degraded(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_whisper_down)
+
+        resp = client.get("/api/v1/health")
+
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["status"] == "degraded"
+        assert body["components"]["whisper"]["status"] == "unhealthy"
+        assert body["components"]["ollama"]["status"] == "healthy"
+
+    def test_db_down_returns_503_unhealthy(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_down())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+
+        assert resp.status_code == 503
+        body = resp.json()
+        assert body["status"] == "unhealthy"
+        assert body["components"]["database"]["status"] == "unhealthy"
+        assert "Connection refused" in body["components"]["database"]["detail"]
+
+    def test_db_execute_fails_returns_503_unhealthy(self, client, monkeypatch):
+        """connect() succeeds but execute() raises — the realistic outage path where
+        a connection is acquired then the query times out or the server drops it.
+        """
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_execute_fails())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+
+        assert resp.status_code == 503
+        body = resp.json()
+        assert body["status"] == "unhealthy"
+        assert body["components"]["database"]["status"] == "unhealthy"
+        assert "query failed" in body["components"]["database"]["detail"]
+
+    def test_current_load_not_fabricated(self, client, monkeypatch):
+        """current_load must be absent or null — never a made-up value."""
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        ollama_comp = resp.json()["components"]["ollama"]
+        assert ollama_comp.get("current_load") is None
+
+    def test_ollama_slow_returns_degraded(self, client, monkeypatch):
+        """Patch _SLOW_MS to -1 so any measured elapsed time triggers degraded,
+        without depending on wall-clock timing in CI.
+        """
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr(system_mod, "_SLOW_MS", -1)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["status"] == "degraded"
+        assert body["components"]["ollama"]["status"] == "degraded"
+
+    def test_models_available_and_loaded_flag(self, client, monkeypatch):
+        """models_available is built from /api/tags; loaded=True only for models in /api/ps."""
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        models = resp.json()["components"]["ollama"]["models_available"]
+        assert len(models) == 2
+        llama = next(m for m in models if m["name"] == "llama3:8b")
+        mistral = next(m for m in models if m["name"] == "mistral:7b")
+        assert llama["loaded"] is True
+        assert mistral["loaded"] is False
+        assert llama["quantization"] == "Q4_K_M"
+        assert llama["size_gb"] == pytest.approx(4.66, abs=0.1)
+
+    def test_model_loaded_reflects_running_model(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        ollama = resp.json()["components"]["ollama"]
+        assert ollama["model_loaded"] == "llama3:8b"
+
+    def test_ollama_version_present(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        ollama = resp.json()["components"]["ollama"]
+        assert ollama["ollama_version"] == "0.3.0"
+
+    def test_storage_disk_free_present(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil(free_bytes=200 * 1024 ** 3))
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        storage = resp.json()["components"]["storage"]
+        assert storage["status"] == "healthy"
+        assert storage["disk_free_gb"] == pytest.approx(200.0, abs=0.1)
+
+    def test_storage_unavailable_is_degraded(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil(raise_oserror=True))
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["status"] == "degraded"
+        assert body["components"]["storage"]["status"] == "unhealthy"
+
+    def test_uptime_seconds_is_non_negative(self, client, monkeypatch):
+        monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
+        monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
+        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+
+        resp = client.get("/api/v1/health")
+        assert resp.status_code == 200
+        assert resp.json()["uptime_seconds"] >= 0
+
+    def test_existing_routes_not_displaced(self, client):
+        """Sanity: adding v1_router must not break the existing /templates endpoint."""
+        resp = client.get("/templates")
+        assert resp.status_code == 200
+
+
+# ---------------------------------------------------------------------------
+# Schema stub endpoints
+# ---------------------------------------------------------------------------
+
+class TestSchemaStubEndpoints:
+
+    def test_schema_incident_returns_501(self, client):
+        resp = client.get("/api/v1/schema/incident")
+        assert resp.status_code == 501
+        body = resp.json()
+        assert body["error_code"] == "NOT_IMPLEMENTED"
+        assert "555" in body["message"]
+
+    def test_schema_versions_returns_501(self, client):
+        resp = client.get("/api/v1/schema/incident/versions")
+        assert resp.status_code == 501
+        body = resp.json()
+        assert body["error_code"] == "NOT_IMPLEMENTED"

From 61586cd3af2766651596d080314a7a193fa11ced Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Sat, 20 Jun 2026 16:28:55 -0700
Subject: [PATCH 31/85] feat: :sparkles: Coordinate format documented, date
 format specified, fields parameter explained and zipcode approach changed

---
 app/api/routes/weather.py                 |  8 +-
 app/api/routes/zipcode.py                 | 38 +++------
 app/services/controller.py                |  7 +-
 app/services/external_apis/weather_api.py |  3 -
 app/services/external_apis/zipcode_api.py | 85 +++++++++++++++-----
 app/services/external_apis_coordinator.py |  7 +-
 contracts/path/weather.yaml               | 67 +++++++++++++++-
 contracts/path/zipcode.yaml               | 97 ++++++++++++++---------
 requirements.txt                          |  2 +-
 9 files changed, 209 insertions(+), 105 deletions(-)

diff --git a/app/api/routes/weather.py b/app/api/routes/weather.py
index 2e5b493b..5426dcdb 100644
--- a/app/api/routes/weather.py
+++ b/app/api/routes/weather.py
@@ -28,12 +28,10 @@ def get_weather_forecast(
     fields: str | None = None,
 ):
     """
-    Fetch weather forecast data for the given coordinates.
+    Fetch hourly weather forecast data for the given coordinates and date range.
 
-    Query params:
-      - latitude, longitude: required floats
-      - fields: optional comma-separated list of hourly variables to include.
-                Defaults to all supported fields when omitted.
+    Coordinates must be supplied as **decimal degrees** — not degree/minute/second notation. E.g. -122.4194, 37.7749.
+    Dates must use the **YYYY-MM-DD** format (ISO 8601).
     """
     controller = Controller()
     try:
diff --git a/app/api/routes/zipcode.py b/app/api/routes/zipcode.py
index 10536ee2..c54c2873 100644
--- a/app/api/routes/zipcode.py
+++ b/app/api/routes/zipcode.py
@@ -5,38 +5,24 @@
 
 router = APIRouter(prefix="/zipcode", tags=["zipcode"])
 
-@router.get("/postal-code")
-def get_postal_code(
-    country: str,
-    postal_code: str,
-):
-    """
-    Fetch data for the given postal code.
 
-    Query params:
-      - country: required string
-      - postal_code: required string
+@router.get("/lookup-address")
+def lookup_address(address: str):
     """
-    controller = Controller()
-    try:
-        return controller.get_postal_code(country, postal_code)
-    except Exception as e:
-        raise AppError(str(e), status_code=500)
+    Resolve a free-form address to one or more geographic locations including
+    postal code, latitude, longitude, place name, state, county, and country.
 
-@router.get("/location")
-def get_location(
-    country: str,
-    city: str,
-):
-    """
-    Fetch data for the given location.
+    Returns a list of matching results ordered by relevance (most relevant first).
+    Each result is guaranteed to include `latitude` and `longitude`; `postal_code`
+    is present when the geocoding service can determine it for the given address.
 
-    Query params:
-      - country: required string
-      - city: required string
+    Example: 
+        address = "1600 Amphitheatre Parkway, Mountain View, CA, US"
     """
     controller = Controller()
     try:
-        return controller.get_location(country, city)
+        return controller.lookup_address(address)
+    except TimeoutError as e:
+        raise AppError(str(e), status_code=504)
     except Exception as e:
         raise AppError(str(e), status_code=500)
diff --git a/app/services/controller.py b/app/services/controller.py
index 852b0e71..cccb62c3 100644
--- a/app/services/controller.py
+++ b/app/services/controller.py
@@ -16,8 +16,5 @@ def prepare_fillable(self, pdf_path: str):
     def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list = None):
         return self.external_apis_coordinator.get_weather(latitude, longitude, start_date, end_date, hourly_fields)
 
-    def get_postal_code(self, country: str, postal_code: str):
-        return self.external_apis_coordinator.get_postal_code(country, postal_code)
-        
-    def get_location(self, country: str, city: str):
-        return self.external_apis_coordinator.get_location(country, city)
\ No newline at end of file
+    def lookup_address(self, address: str) -> list[dict]:
+        return self.external_apis_coordinator.lookup_address(address)
\ No newline at end of file
diff --git a/app/services/external_apis/weather_api.py b/app/services/external_apis/weather_api.py
index 92489bc7..61cd04f3 100644
--- a/app/services/external_apis/weather_api.py
+++ b/app/services/external_apis/weather_api.py
@@ -55,9 +55,6 @@ def get_weather(self, latitude: float, longitude: float, start_date: str, end_da
         responses = openmeteo.weather_api(url, params=params)
 
         response = responses[0]
-        print(f"Coordinates: {response.Latitude()}°N {response.Longitude()}°E")
-        print(f"Elevation: {response.Elevation()} m asl")
-        print(f"Timezone difference to GMT+0: {response.UtcOffsetSeconds()}s")
 
         hourly = response.Hourly()
 
diff --git a/app/services/external_apis/zipcode_api.py b/app/services/external_apis/zipcode_api.py
index b4bfe5da..c1a043a3 100644
--- a/app/services/external_apis/zipcode_api.py
+++ b/app/services/external_apis/zipcode_api.py
@@ -1,23 +1,72 @@
-import pgeocode
-import numpy as np
-import pandas as pd
+from geopy.geocoders import Nominatim
+from geopy.exc import GeocoderTimedOut, GeocoderServiceError
+
+from app.core.logging import get_logger
+
+logger = get_logger(__name__)
+
+_GEOLOCATOR = Nominatim(user_agent="fireform", timeout=10)
+
 
 class ZipCodeAPI:
     def __init__(self):
         pass
 
-    def get_postal_code(self, country: str, postal_code: str):
-        res = pgeocode.Nominatim(country).query_postal_code(postal_code)
-        if isinstance(res, pd.Series):
-            res = res.replace({np.nan: None}).to_dict()
-        elif isinstance(res, pd.DataFrame):
-            res = res.replace({np.nan: None}).to_dict(orient='records')
-        return res
-
-    def get_location(self, country: str, city: str):
-        res = pgeocode.Nominatim(country).query_location(city)
-        if isinstance(res, pd.Series):
-            res = res.replace({np.nan: None}).to_dict()
-        elif isinstance(res, pd.DataFrame):
-            res = res.replace({np.nan: None}).to_dict(orient='records')
-        return res
\ No newline at end of file
+    def lookup_address(self, address: str) -> list[dict]:
+        """
+        Look up an address string via OpenStreetMap Nominatim and return a list
+        of matching locations with their postal codes, coordinates, and names.
+
+        Args:
+            address: Full address string, e.g. "1600 Amphitheatre Parkway, Mountain View, CA, US"
+
+        Returns:
+            A list of dicts, each containing:
+              - postal_code (str | None)
+              - place_name (str)
+              - latitude (float)
+              - longitude (float)
+              - display_name (str)
+              - country (str | None)
+              - state (str | None)
+              - county (str | None)
+        """
+        try:
+            locations = _GEOLOCATOR.geocode(
+                address,
+                exactly_one=False,
+                addressdetails=True,
+                limit=10,
+            )
+        except GeocoderTimedOut:
+            logger.error("Nominatim geocoding timed out for address: %s", address)
+            raise TimeoutError(f"Geocoding service timed out for address: '{address}'")
+        except GeocoderServiceError as exc:
+            logger.error("Nominatim geocoding service error: %s", exc)
+            raise RuntimeError(f"Geocoding service error: {exc}")
+
+        if not locations:
+            logger.info("No results found for address: %s", address)
+            return []
+
+        results = []
+        for loc in locations:
+            addr = loc.raw.get("address", {})
+            results.append({
+                "postal_code": addr.get("postcode"),
+                "place_name": addr.get("city")
+                    or addr.get("town")
+                    or addr.get("village")
+                    or addr.get("hamlet")
+                    or addr.get("municipality")
+                    or "",
+                "latitude": loc.latitude,
+                "longitude": loc.longitude,
+                "display_name": loc.address,
+                "country": addr.get("country"),
+                "state": addr.get("state"),
+                "county": addr.get("county"),
+            })
+            logger.debug("Geocoded result: %s", results[-1])
+
+        return results
\ No newline at end of file
diff --git a/app/services/external_apis_coordinator.py b/app/services/external_apis_coordinator.py
index f0c22fd9..07952ab0 100644
--- a/app/services/external_apis_coordinator.py
+++ b/app/services/external_apis_coordinator.py
@@ -9,8 +9,5 @@ def __init__(self):
     def get_weather(self, latitude: float, longitude: float, start_date: str, end_date: str, hourly_fields: list[str] | None = None):
         return self.weather_api.get_weather(latitude, longitude, start_date, end_date, hourly_fields)
 
-    def get_postal_code(self, country: str, postal_code: str):
-        return self.zipcode_api.get_postal_code(country, postal_code)
-        
-    def get_location(self, country: str, city: str):
-        return self.zipcode_api.get_location(country, city)
\ No newline at end of file
+    def lookup_address(self, address: str) -> list[dict]:
+        return self.zipcode_api.lookup_address(address)
\ No newline at end of file
diff --git a/contracts/path/weather.yaml b/contracts/path/weather.yaml
index bf7c46b8..ff56d935 100644
--- a/contracts/path/weather.yaml
+++ b/contracts/path/weather.yaml
@@ -1,40 +1,69 @@
 forecast:
   get:
     summary: Fetch weather forecast
-    description: Fetch weather data for the given location and fields.
+    description: >
+      Fetch hourly weather data for the given location and date range.
+      Coordinates must be provided as decimal degrees (e.g. `40.7128` for latitude, `-74.0060` for longitude).
     tags:
       - external-apis
     parameters:
       - name: latitude
         in: query
         required: true
+        description: >
+          Latitude of the location in decimal degrees. Valid range: -90.0 to 90.0.
+          Example: `40.7128` (New York City). Do NOT use degree/minute/second notation.
         schema:
           type: number
           format: float
+          minimum: -90.0
+          maximum: 90.0
+          example: 40.7128
       - name: longitude
         in: query
         required: true
+        description: >
+          Longitude of the location in decimal degrees. Valid range: -180.0 to 180.0.
+          Example: `-74.0060` (New York City). Do NOT use degree/minute/second notation.
         schema:
           type: number
           format: float
+          minimum: -180.0
+          maximum: 180.0
+          example: -74.0060
       - name: start_date
         in: query
         required: true
+        description: >
+          Start date of the forecast period. Format: `YYYY-MM-DD` (ISO 8601).
+          Example: `2024-06-01`.
         schema:
           type: string
           format: date
+          example: "2024-06-01"
       - name: end_date
         in: query
         required: true
+        description: >
+          End date of the forecast period (inclusive). Format: `YYYY-MM-DD` (ISO 8601).
+          Example: `2024-06-07`. Must be >= start_date.
         schema:
           type: string
           format: date
+          example: "2024-06-07"
       - name: fields
         in: query
         required: false
+        description: >
+          Comma-separated list of hourly variables to include in the response.
+          When omitted, all supported variables are returned.
+          Supported values: `temperature_2m`, `relative_humidity_2m`, `rain`,
+          `apparent_temperature`, `precipitation_probability`, `precipitation`,
+          `wind_direction_10m`, `wind_speed_10m`, `soil_temperature_0cm`, `uv_index`.
+          Example: `temperature_2m,rain,wind_speed_10m`.
         schema:
           type: string
-        description: Comma-separated list of hourly variables to request.
+          example: "temperature_2m,rain,wind_speed_10m"
     responses:
       '200':
         description: Weather data retrieved successfully
@@ -42,6 +71,38 @@ forecast:
           application/json:
             schema:
               type: object
-              additionalProperties: true
+              properties:
+                latitude:
+                  type: number
+                  description: Actual latitude used by the weather model (may differ slightly from input).
+                longitude:
+                  type: number
+                  description: Actual longitude used by the weather model.
+                elevation:
+                  type: number
+                  description: Elevation of the location in metres above sea level.
+                timezone:
+                  type: string
+                  description: Timezone name (e.g. "GMT").
+                timezone_abbreviation:
+                  type: string
+                hourly:
+                  type: object
+                  description: >
+                    Object containing hourly time series. The `date` key holds an array
+                    of ISO 8601 timestamps; all other keys correspond to the requested
+                    fields and contain arrays of the same length.
+                  properties:
+                    date:
+                      type: array
+                      items:
+                        type: string
+                        format: date-time
+                  additionalProperties:
+                    type: array
+                    items:
+                      type: number
+      '422':
+        description: Validation error (e.g. coordinates out of range, invalid date format)
       '500':
         description: Internal server error
diff --git a/contracts/path/zipcode.yaml b/contracts/path/zipcode.yaml
index 683b4ac4..dcc22c40 100644
--- a/contracts/path/zipcode.yaml
+++ b/contracts/path/zipcode.yaml
@@ -1,57 +1,76 @@
-postal_code:
+lookup_address:
   get:
-    summary: Resolve postal code
-    description: Fetch data for the given postal code and country.
+    summary: Resolve address to location
+    description: >
+      Geocode a free-form address string to one or more geographic locations.
+      Each result includes postal code (when available), latitude, longitude,
+      place name, state, county, and country.
+      The list is ordered by relevance (most relevant first, up to 10 results).
     tags:
       - external-apis
     parameters:
-      - name: country
-        in: query
-        required: true
-        schema:
-          type: string
-      - name: postal_code
-        in: query
-        required: true
-        schema:
-          type: string
-    responses:
-      '200':
-        description: Postal code data retrieved successfully
-        content:
-          application/json:
-            schema:
-              type: object
-              additionalProperties: true
-      '500':
-        description: Internal server error
-
-location:
-  get:
-    summary: Resolve location
-    description: Fetch data for the given city and country.
-    tags:
-      - external-apis
-    parameters:
-      - name: country
-        in: query
-        required: true
-        schema:
-          type: string
-      - name: city
+      - name: address
         in: query
         required: true
+        description: >
+          Full address string to geocode. Include as much detail as possible for accurate results.
+          Examples: "1600 Amphitheatre Parkway, Mountain View, CA, US"
+          or "100 Main St, Santa Cruz, CA".
+          City-only queries (e.g. "Santa Cruz") are supported but may return multiple ambiguous results.
         schema:
           type: string
+          example: "1600 Amphitheatre Parkway, Mountain View, CA, US"
     responses:
       '200':
-        description: Location data retrieved successfully
+        description: >
+          List of geocoded results ordered by relevance. An empty array means
+          no results were found for the given address.
         content:
           application/json:
             schema:
               type: array
               items:
                 type: object
-                additionalProperties: true
+                properties:
+                  postal_code:
+                    type: string
+                    nullable: true
+                    description: Postal/ZIP code for the location, if determinable.
+                    example: "94043"
+                  place_name:
+                    type: string
+                    description: City, town, or village name.
+                    example: "Mountain View"
+                  latitude:
+                    type: number
+                    format: float
+                    description: Latitude in decimal degrees.
+                    example: 37.4224764
+                  longitude:
+                    type: number
+                    format: float
+                    description: Longitude in decimal degrees.
+                    example: -122.0842499
+                  display_name:
+                    type: string
+                    description: Full human-readable address as returned by the geocoder.
+                    example: "1600 Amphitheatre Parkway, Mountain View, Santa Clara County, California, 94043, United States"
+                  country:
+                    type: string
+                    nullable: true
+                    description: Country name.
+                    example: "United States"
+                  state:
+                    type: string
+                    nullable: true
+                    description: State or region name.
+                    example: "California"
+                  county:
+                    type: string
+                    nullable: true
+                    description: County or district name.
+                    example: "Santa Clara County"
+      '504':
+        description: Geocoding service timed out
       '500':
         description: Internal server error
diff --git a/requirements.txt b/requirements.txt
index 08ad84db..8781c970 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -16,4 +16,4 @@ openmeteo-requests
 requests-cache
 retry-requests
 pandas
-pgeocode
\ No newline at end of file
+geopy
\ No newline at end of file

From 6bf87d0c3a38293e36852e7f3c2095e257741cf8 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Sat, 20 Jun 2026 16:29:26 -0700
Subject: [PATCH 32/85] refactor: :recycle: changing outdated prints to logger

---
 app/services/file_manipulator.py | 15 ++++++++-------
 app/services/llm.py              | 14 +++++++-------
 2 files changed, 15 insertions(+), 14 deletions(-)

diff --git a/app/services/file_manipulator.py b/app/services/file_manipulator.py
index 357356e2..87142e13 100644
--- a/app/services/file_manipulator.py
+++ b/app/services/file_manipulator.py
@@ -1,6 +1,9 @@
 import os
 from app.services.filler import Filler
 from app.services.llm import LLM
+from app.core.logging import get_logger
+
+logger = get_logger(__name__)
 
 
 class FileManipulator:
@@ -39,25 +42,23 @@ def fill_form(self, user_input: str, fields: list, pdf_form_path: str, model: st
         It receives the raw data, runs the PDF filling logic,
         and returns the path to the newly created file.
         """
-        print("[1] Received request from frontend.")
-        print(f"[2] PDF template path: {pdf_form_path}")
+        logger.info("[1] Received request from frontend.")
+        logger.info("[2] PDF template path: %s", pdf_form_path)
 
         if not os.path.exists(pdf_form_path):
             raise FileNotFoundError(f"PDF template not found at {pdf_form_path}")
 
-        print("[3] Starting extraction and PDF filling process...")
+        logger.info("[3] Starting extraction and PDF filling process...")
         try:
             self.llm._target_fields = fields
             self.llm._transcript_text = user_input
             self.llm._model = model
             output_name = self.filler.fill_form(pdf_form=pdf_form_path, llm=self.llm)
 
-            print("\n----------------------------------")
-            print("✅ Process Complete.")
-            print(f"Output saved to: {output_name}")
+            logger.info("Process complete. Output saved to: %s", output_name)
 
             return output_name
 
         except Exception as e:
-            print(f"An error occurred during PDF generation: {e}")
+            logger.error("An error occurred during PDF generation: %s", e)
             raise e
diff --git a/app/services/llm.py b/app/services/llm.py
index 29983182..e2d1639d 100644
--- a/app/services/llm.py
+++ b/app/services/llm.py
@@ -4,6 +4,9 @@
 from requests.exceptions import Timeout, RequestException
 
 from app.core.config import OLLAMA_HOST, OLLAMA_MODEL
+from app.core.logging import get_logger
+
+logger = get_logger(__name__)
 
 
 class LLM:
@@ -51,9 +54,9 @@ def main_loop(self):
                         json_data = response.json()
                         break
                     except Timeout:
-                        print(f"[LOG]: Ollama request timed out (attempt {attempt+1}) for field '{field}'. Retrying...")
+                        logger.warning("Ollama request timed out (attempt %d) for field '%s'. Retrying...", attempt + 1, field)
                     except RequestException as e:
-                        print(f"[LOG]: Ollama request failed: {e}")
+                        logger.error("Ollama request failed: %s", e)
             except requests.exceptions.ConnectionError:
                 raise ConnectionError(
                     f"Could not connect to Ollama at {ollama_url}. "
@@ -67,12 +70,9 @@ def main_loop(self):
             else:
                 parsed_response = json_data["response"]
                 self.add_response_to_json(field, parsed_response)
-                print(f"[{i}/{total_fields}] Extracted data for field '{field}' successfully.")
+                logger.info("[%d/%d] Extracted data for field '%s' successfully.", i, total_fields, field)
 
-        print("----------------------------------")
-        print("\t[LOG] Resulting JSON created from the input text:")
-        print(json.dumps(self._json, indent=2))
-        print("--------- extracted data ---------")
+        logger.info("Resulting JSON created from the input text:\n%s", json.dumps(self._json, indent=2))
 
         return self
 

From 1d47b7ab8e824ea9d30415d49c467ee643604285 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Sun, 21 Jun 2026 12:59:18 +0530
Subject: [PATCH 33/85] Add common contract schemas and standardized error
 handling (#543)

---
 app/api/routes/forms.py     |   7 ++-
 app/api/schemas/common.py   |  59 ++++++++++++++++---
 app/api/schemas/enums.py    | 111 ++++++++++++++++++++++++++++++++++++
 app/api/v1/routes/system.py |   3 -
 app/core/errors/base.py     |  23 +++++++-
 app/core/errors/handlers.py |  35 +++++++++++-
 tests/test_api.py           |  10 +++-
 7 files changed, 226 insertions(+), 22 deletions(-)
 create mode 100644 app/api/schemas/enums.py

diff --git a/app/api/routes/forms.py b/app/api/routes/forms.py
index 7af5da62..9ecb46c8 100644
--- a/app/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -23,7 +23,7 @@ def fill_form(form: FormFill, db: Session = Depends(get_db)):
 
     fetched_template = get_template(db, form.template_id)
     if not fetched_template:
-        raise AppError("Template not found", status_code=404)
+        raise AppError("Template not found", status_code=404, error_code="TEMPLATE_NOT_FOUND")
 
     controller = Controller()
     try:
@@ -40,7 +40,7 @@ def fill_form(form: FormFill, db: Session = Depends(get_db)):
         )
         return create_form(db, submission)
     except Exception as e:
-        raise AppError(str(e), status_code=500)
+        raise AppError(str(e), status_code=500, error_code="FORM_FILL_ERROR")
 
 
 @router.get("/models", response_model=ModelsResponse)
@@ -93,9 +93,10 @@ def transcribe(audio: UploadFile = File(...)):
             f"Could not connect to the speech-to-text service at {whisper_url}. "
             "Please ensure the whisper service is running.",
             status_code=503,
+            error_code="STT_UNAVAILABLE",
         )
     except requests.exceptions.RequestException as e:
-        raise AppError(f"Transcription failed: {e}", status_code=502)
+        raise AppError(f"Transcription failed: {e}", status_code=502, error_code="TRANSCRIPTION_FAILED")
 
     try:
         text = (response.json().get("text") or "").strip()
diff --git a/app/api/schemas/common.py b/app/api/schemas/common.py
index 8d20a24b..8d29d318 100644
--- a/app/api/schemas/common.py
+++ b/app/api/schemas/common.py
@@ -1,14 +1,55 @@
-from pydantic import BaseModel
+from __future__ import annotations
+
+from datetime import datetime
 from typing import Any
 
-class SuccessResponse(BaseModel):
-    success: bool = True
-    data: Any
+from pydantic import BaseModel, ConfigDict
+
+from app.api.schemas.enums import JobStatus, JobType
+
+
+class ValidationErrorItem(BaseModel):
+    model_config = ConfigDict()
+    field: str | None = None
+    issue: str | None = None
+    value: Any = None
 
-class ErrorDetail(BaseModel):
-    code: str
-    message: str
 
 class ErrorResponse(BaseModel):
-    success: bool = False
-    error: ErrorDetail
\ No newline at end of file
+    model_config = ConfigDict()
+    error_code: str
+    message: str
+    detail: dict[str, Any] | None = None
+    retry_after_seconds: int | None = None
+    validation_errors: list[ValidationErrorItem] | None = None
+
+
+class Pagination(BaseModel):
+    model_config = ConfigDict()
+    total: int
+    page: int
+    per_page: int
+    total_pages: int
+    has_next: bool
+    has_prev: bool
+
+
+class AsyncJobResponse(BaseModel):
+    model_config = ConfigDict()
+    job_id: str
+    job_type: JobType | None = None
+    status: JobStatus
+    estimated_seconds: int | None = None
+    poll_url: str | None = None
+
+
+class Job(BaseModel):
+    model_config = ConfigDict()
+    job_id: str
+    job_type: JobType
+    status: JobStatus
+    progress_percent: int | None = None
+    result_url: str | None = None
+    error: ErrorResponse | None = None
+    created_at: datetime | None = None
+    updated_at: datetime | None = None
diff --git a/app/api/schemas/enums.py b/app/api/schemas/enums.py
new file mode 100644
index 00000000..77c07c33
--- /dev/null
+++ b/app/api/schemas/enums.py
@@ -0,0 +1,111 @@
+from enum import Enum
+
+
+class InputStatus(str, Enum):
+    queued = "queued"
+    transcribing = "transcribing"
+    ready = "ready"
+    failed = "failed"
+
+
+class ExtractionStatus(str, Enum):
+    processing = "processing"
+    completed = "completed"
+    failed = "failed"
+    needs_review = "needs_review"
+
+
+class FormStatus(str, Enum):
+    queued = "queued"
+    generating = "generating"
+    completed = "completed"
+    failed = "failed"
+
+
+class ReportStatus(str, Enum):
+    draft = "draft"
+    under_review = "under_review"
+    approved = "approved"
+    submitted = "submitted"
+
+
+class JobStatus(str, Enum):
+    queued = "queued"
+    processing = "processing"
+    completed = "completed"
+    failed = "failed"
+
+
+class JobType(str, Enum):
+    transcription = "transcription"
+    extraction = "extraction"
+    form_generation = "form_generation"
+    batch_form_generation = "batch_form_generation"
+    report_generation = "report_generation"
+
+
+class FormType(str, Enum):
+    neris = "neris"
+    nemsis_epcr = "nemsis_epcr"
+    nibrs = "nibrs"
+    nfirs_basic = "nfirs_basic"
+    nfirs_fire = "nfirs_fire"
+    nfirs_structure = "nfirs_structure"
+    nfirs_wildland = "nfirs_wildland"
+    nfirs_ems = "nfirs_ems"
+    nfirs_hazmat = "nfirs_hazmat"
+    nfirs_apparatus = "nfirs_apparatus"
+    nfirs_personnel = "nfirs_personnel"
+    nfirs_arson = "nfirs_arson"
+    nfirs_casualty_civilian = "nfirs_casualty_civilian"
+    nfirs_casualty_responder = "nfirs_casualty_responder"
+    cal_fire_ics209 = "cal_fire_ics209"
+    osha_301 = "osha_301"
+    un_ssirs = "un_ssirs"
+    state_georgia = "state_georgia"
+    state_california = "state_california"
+    state_new_york = "state_new_york"
+
+
+class IncidentCategory(str, Enum):
+    fire = "fire"
+    ems = "ems"
+    rescue = "rescue"
+    hazardous_conditions = "hazardous_conditions"
+    service_call = "service_call"
+    good_intent = "good_intent"
+    false_alarm = "false_alarm"
+    law_enforcement = "law_enforcement"
+
+
+class CauseCertainty(str, Enum):
+    confirmed = "confirmed"
+    probable = "probable"
+    suspected = "suspected"
+    undetermined = "undetermined"
+
+
+class InjurySeverity(str, Enum):
+    minor = "minor"
+    moderate = "moderate"
+    severe = "severe"
+    fatal = "fatal"
+
+
+class RateOfSpread(str, Enum):
+    slow = "slow"
+    moderate = "moderate"
+    rapid = "rapid"
+    extreme = "extreme"
+
+
+class PeriodType(str, Enum):
+    monthly = "monthly"
+    quarterly = "quarterly"
+    annual = "annual"
+
+
+class OutputFormat(str, Enum):
+    pdf = "pdf"
+    json = "json"
+    both = "both"
diff --git a/app/api/v1/routes/system.py b/app/api/v1/routes/system.py
index b31909c3..eadd1d9f 100644
--- a/app/api/v1/routes/system.py
+++ b/app/api/v1/routes/system.py
@@ -161,8 +161,6 @@ def get_health():
 
 @router.get("/schema/incident", summary="Get canonical incident JSON Schema")
 def get_schema_incident():
-    # PROVISIONAL: This 501 body shape is not canonical — it will be updated
-    # to match the standardized ErrorResponse envelope once #543 lands.
     return JSONResponse(
         status_code=501,
         content={
@@ -174,7 +172,6 @@ def get_schema_incident():
 
 @router.get("/schema/incident/versions", summary="Get incident schema version history")
 def get_schema_versions():
-    # PROVISIONAL: Same as /schema/incident — shape will align with #543.
     return JSONResponse(
         status_code=501,
         content={
diff --git a/app/core/errors/base.py b/app/core/errors/base.py
index 1f81a082..d317736a 100644
--- a/app/core/errors/base.py
+++ b/app/core/errors/base.py
@@ -1,4 +1,23 @@
+def _default_error_code(status_code: int) -> str:
+    return {
+        400: "BAD_REQUEST",
+        404: "NOT_FOUND",
+        422: "VALIDATION_ERROR",
+        500: "INTERNAL_ERROR",
+        502: "BAD_GATEWAY",
+        503: "SERVICE_UNAVAILABLE",
+    }.get(status_code, "ERROR")
+
+
 class AppError(Exception):
-    def __init__(self, message: str, status_code: int = 400):
+    def __init__(
+        self,
+        message: str,
+        status_code: int = 400,
+        error_code: str | None = None,
+        detail: dict | None = None,
+    ):
         self.message = message
-        self.status_code = status_code
\ No newline at end of file
+        self.status_code = status_code
+        self.error_code = error_code or _default_error_code(status_code)
+        self.detail = detail
diff --git a/app/core/errors/handlers.py b/app/core/errors/handlers.py
index 0285ddb1..446056da 100644
--- a/app/core/errors/handlers.py
+++ b/app/core/errors/handlers.py
@@ -1,11 +1,40 @@
 from fastapi import Request
+from fastapi.exceptions import RequestValidationError
 from fastapi.responses import JSONResponse
+
 from app.core.errors.base import AppError
 
+# Advisory retry hint on 503 responses — not a measured queue depth or backpressure
+# value; just a safe default so clients know when to try again.
+_RETRY_AFTER_SECONDS = 30
+
+
 def register_exception_handlers(app):
     @app.exception_handler(AppError)
     async def app_error_handler(request: Request, exc: AppError):
+        body: dict = {"error_code": exc.error_code, "message": exc.message}
+        if exc.detail is not None:
+            body["detail"] = exc.detail
+        if exc.status_code == 503:
+            body["retry_after_seconds"] = _RETRY_AFTER_SECONDS
+        return JSONResponse(status_code=exc.status_code, content=body)
+
+    @app.exception_handler(RequestValidationError)
+    async def validation_error_handler(request: Request, exc: RequestValidationError):
+        validation_errors = []
+        for error in exc.errors():
+            loc = error.get("loc", ())
+            field = ".".join(str(x) for x in loc if x != "body")
+            validation_errors.append({
+                "field": field or None,
+                "issue": error.get("msg"),
+                "value": error.get("input"),
+            })
         return JSONResponse(
-            status_code=exc.status_code,
-            content={"error": exc.message},
-        )
\ No newline at end of file
+            status_code=422,
+            content={
+                "error_code": "VALIDATION_ERROR",
+                "message": "Request validation failed",
+                "validation_errors": validation_errors,
+            },
+        )
diff --git a/tests/test_api.py b/tests/test_api.py
index e98d16fd..c5c1bf0b 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -210,12 +210,18 @@ def test_fill_form_template_file_not_found(self, client, mock_controller):
             "input_text": "some text",
         })
         assert resp.status_code == 500
-        assert "PDF template not found" in resp.json()["error"]
+        assert resp.json()["error_code"] == "FORM_FILL_ERROR"
+        assert "PDF template not found" in resp.json()["message"]
 
     def test_fill_form_validates_body(self, client):
-        """Missing required fields → 422."""
+        """Missing required fields → 422 with contract envelope."""
         resp = client.post("/forms/fill", json={})
         assert resp.status_code == 422
+        body = resp.json()
+        assert body["error_code"] == "VALIDATION_ERROR"
+        assert len(body["validation_errors"]) >= 1
+        assert body["validation_errors"][0]["field"] is not None
+        assert body["validation_errors"][0]["issue"] is not None
 
     def test_transcribe_success(self, client, monkeypatch):
         """Audio is forwarded to the whisper sidecar and its text returned."""

From 83e0ec1b8d68bf8461842fe3f7b85117967c7b9c Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sat, 20 Jun 2026 23:12:57 +0530
Subject: [PATCH 34/85] feat: add celery and redis to docker compose to pull
 celery & redis docker image, updated celery broker url to use redis endpoint.
 Added required packages.

---
 docker/.env.example    |  4 ++++
 docker/dev/compose.yml | 51 ++++++++++++++++++++++++++++++++++++++++++
 requirements.txt       |  2 ++
 3 files changed, 57 insertions(+)

diff --git a/docker/.env.example b/docker/.env.example
index 026a2318..d5ccca58 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -20,6 +20,10 @@ OLLAMA_TIMEOUT=300
 WHISPER_HOST=http://whisper:9000
 WHISPER_MODEL=small.en
 
+# --- Celery / Redis -------------------------------------------------------
+CELERY_BROKER_URL=redis://redis:6379/0
+CELERY_RESULT_BACKEND=redis://redis:6379/0
+
 # --- Gunicorn (prod only) -------------------------------------------------
 GUNICORN_WORKERS=2
 
diff --git a/docker/dev/compose.yml b/docker/dev/compose.yml
index 83de9243..22f8a5d5 100644
--- a/docker/dev/compose.yml
+++ b/docker/dev/compose.yml
@@ -54,6 +54,21 @@ services:
       retries: 5
       start_period: 60s
 
+  redis:
+    image: redis:7-alpine
+    container_name: fireform-redis
+    ports:
+      - "127.0.0.1:6379:6379"
+    volumes:
+      - redis_data:/data
+    networks:
+      - fireform-network
+    healthcheck:
+      test: ["CMD", "redis-cli", "ping"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+
   app:
     build:
       context: ../..
@@ -66,6 +81,8 @@ services:
         condition: service_healthy
       whisper:
         condition: service_started
+      redis:
+        condition: service_healthy
     entrypoint: ["sh", "docker/entrypoint.sh"]
     command: ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
     volumes:
@@ -86,6 +103,38 @@ services:
       - FIREFORM_TEMPLATE_DIR=/data/uploads
       - FIREFORM_DB_ECHO=${FIREFORM_DB_ECHO:-true}
       - FRONTEND_ORIGINS=${FRONTEND_ORIGINS:-http://localhost:5173,http://127.0.0.1:5173}
+      - CELERY_BROKER_URL=redis://redis:6379/0
+      - CELERY_RESULT_BACKEND=redis://redis:6379/0
+    networks:
+      - fireform-network
+
+  celery-worker:
+    build:
+      context: ../..
+      dockerfile: docker/dev/Dockerfile
+    container_name: fireform-celery-worker
+    depends_on:
+      redis:
+        condition: service_healthy
+      postgres:
+        condition: service_healthy
+      ollama:
+        condition: service_healthy
+    command: ["celery", "-A", "app.core.celery:celery_app", "worker", "--loglevel=info", "--concurrency=4"]
+    volumes:
+      - ../..:/app
+      - fireform_uploads:/data/uploads
+    environment:
+      - PYTHONUNBUFFERED=1
+      - PYTHONPATH=/app
+      - DATABASE_URL=postgresql://fireform:fireform@postgres:5432/fireform
+      - OLLAMA_HOST=${OLLAMA_HOST:-http://ollama:11434}
+      - OLLAMA_TIMEOUT=${OLLAMA_TIMEOUT:-300}
+      - OLLAMA_MODEL=${OLLAMA_MODEL:-qwen2.5:1.5b}
+      - FIREFORM_DATA_DIR=/data/uploads
+      - FIREFORM_TEMPLATE_DIR=/data/uploads
+      - CELERY_BROKER_URL=redis://redis:6379/0
+      - CELERY_RESULT_BACKEND=redis://redis:6379/0
     networks:
       - fireform-network
 
@@ -98,6 +147,8 @@ volumes:
     driver: local
   fireform_uploads:
     driver: local
+  redis_data:
+    driver: local
 
 networks:
   fireform-network:
diff --git a/requirements.txt b/requirements.txt
index 5f57f064..066e00b9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,3 +12,5 @@ numpy<2
 ollama
 pypdf
 python-multipart
+celery[redis]
+redis
\ No newline at end of file

From 2bdc700fe61b00b875dd020fad6571e65dc966b1 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sat, 20 Jun 2026 23:39:37 +0530
Subject: [PATCH 35/85] configured celery to FireForm

---
 app/core/celery.py     | 19 +++++++++++++++++++
 app/core/config.py     |  4 ++++
 app/models/__init__.py |  4 ++--
 3 files changed, 25 insertions(+), 2 deletions(-)
 create mode 100644 app/core/celery.py

diff --git a/app/core/celery.py b/app/core/celery.py
new file mode 100644
index 00000000..4efe5dbc
--- /dev/null
+++ b/app/core/celery.py
@@ -0,0 +1,19 @@
+from celery import Celery
+
+from app.core.config import CELERY_BROKER_URL, CELERY_RESULT_BACKEND
+
+celery_app = Celery(
+    "fireform",
+    broker=CELERY_BROKER_URL,
+    backend=CELERY_RESULT_BACKEND,
+)
+
+celery_app.conf.update(
+    task_serializer="json",
+    result_serializer="json",
+    accept_content=["json"],
+    task_track_started=True,
+    result_expires=86400,
+)
+
+celery_app.conf.include = ["app.tasks.fill"]
diff --git a/app/core/config.py b/app/core/config.py
index d6f723df..d89cea7f 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -37,6 +37,10 @@
 OLLAMA_MODEL = os.getenv("OLLAMA_MODEL", "qwen2.5:1.5b")
 WHISPER_HOST = os.getenv("WHISPER_HOST", "http://localhost:9000").rstrip("/")
 
+# --- Celery / Redis -------------------------------------------------------
+CELERY_BROKER_URL = os.getenv("CELERY_BROKER_URL", "redis://localhost:6379/0")
+CELERY_RESULT_BACKEND = os.getenv("CELERY_RESULT_BACKEND", "redis://localhost:6379/0")
+
 # --- CORS -----------------------------------------------------------------
 _DEFAULT_ORIGINS = "http://127.0.0.1:5173,http://localhost:5173"
 ALLOWED_ORIGINS = [
diff --git a/app/models/__init__.py b/app/models/__init__.py
index f46e17dc..9c5433b6 100644
--- a/app/models/__init__.py
+++ b/app/models/__init__.py
@@ -1,5 +1,5 @@
 """ORM models. Import from here: `from app.models import Template`."""
 
-from app.models.models import FormSubmission, Template
+from app.models.models import FormSubmission, Job, Template
 
-__all__ = ["Template", "FormSubmission"]
+__all__ = ["Template", "FormSubmission", "Job"]

From 53f36d9043ba27e4d574111198222228b1a4f0d3 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sat, 20 Jun 2026 23:55:24 +0530
Subject: [PATCH 36/85] added required schemas for asuncformfill and to track
 celery jobs

---
 app/api/schemas/forms.py | 38 ++++++++++++++++++++++++++++++++++++--
 app/models/models.py     | 15 ++++++++++++++-
 2 files changed, 50 insertions(+), 3 deletions(-)

diff --git a/app/api/schemas/forms.py b/app/api/schemas/forms.py
index 6a833c8d..8be28822 100644
--- a/app/api/schemas/forms.py
+++ b/app/api/schemas/forms.py
@@ -1,9 +1,9 @@
 from pydantic import BaseModel, field_validator
 
+
 class FormFill(BaseModel):
     template_id: int
     input_text: str
-    # Optional Ollama model override for this fill; falls back to OLLAMA_MODEL.
     model: str | None = None
 
     @field_validator("input_text")
@@ -29,4 +29,38 @@ class TranscriptionResponse(BaseModel):
 
 class ModelsResponse(BaseModel):
     models: list[str]
-    default: str
\ No newline at end of file
+    default: str
+
+
+class AsyncFormFill(BaseModel):
+    template_ids: list[int]
+    input_text: str
+    model: str | None = None
+
+    @field_validator("input_text")
+    def validate_input_text(cls, value):
+        if not value or not value.strip():
+            raise ValueError("Input text cannot be empty")
+        return value
+
+    @field_validator("template_ids")
+    def validate_template_ids(cls, value):
+        if not value:
+            raise ValueError("template_ids cannot be empty")
+        return value
+
+
+class JobResponse(BaseModel):
+    id: int
+    celery_task_id: str
+    template_id: int
+    status: str
+    output_pdf_path: str | None = None
+    error: str | None = None
+
+    class Config:
+        from_attributes = True
+
+
+class AsyncFormFillResponse(BaseModel):
+    jobs: list[JobResponse]
\ No newline at end of file
diff --git a/app/models/models.py b/app/models/models.py
index 8f826556..9afc2bf5 100644
--- a/app/models/models.py
+++ b/app/models/models.py
@@ -16,4 +16,17 @@ class FormSubmission(SQLModel, table=True):
     template_id: int = Field(foreign_key="template.id")
     input_text: str
     output_pdf_path: str
-    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
\ No newline at end of file
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+
+
+class Job(SQLModel, table=True):
+    id: int | None = Field(default=None, primary_key=True)
+    celery_task_id: str = Field(index=True)
+    template_id: int = Field(foreign_key="template.id")
+    input_text: str
+    status: str = Field(default="pending")
+    output_pdf_path: str | None = None
+    error: str | None = None
+    model: str | None = None
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
\ No newline at end of file

From 436b15c12fc18c36ade92b119a1222b7aa0c4f2d Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sun, 21 Jun 2026 17:37:04 +0530
Subject: [PATCH 37/85] feat: add universal job tracking with UUID, progress,
 and structured errors

---
 app/api/router.py        |  3 +-
 app/api/routes/jobs.py   | 60 ++++++++++++++++++++++++++++++++++++++
 app/api/schemas/forms.py | 23 +++++++++++----
 app/db/repositories.py   | 31 +++++++++++++++++++-
 app/models/models.py     | 17 +++++++----
 app/tasks/fill.py        | 63 ++++++++++++++++++++++++++++++++++++++++
 6 files changed, 183 insertions(+), 14 deletions(-)
 create mode 100644 app/api/routes/jobs.py
 create mode 100644 app/tasks/fill.py

diff --git a/app/api/router.py b/app/api/router.py
index cba62424..27b7bcb0 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -9,10 +9,11 @@
 
 from fastapi import APIRouter
 
-from app.api.routes import forms, templates
+from app.api.routes import forms, jobs, templates
 from app.api.v1.router import v1_router
 
 api_router = APIRouter()
 api_router.include_router(templates.router)
 api_router.include_router(forms.router)
 api_router.include_router(v1_router)
+api_router.include_router(jobs.router)
\ No newline at end of file
diff --git a/app/api/routes/jobs.py b/app/api/routes/jobs.py
new file mode 100644
index 00000000..5af90087
--- /dev/null
+++ b/app/api/routes/jobs.py
@@ -0,0 +1,60 @@
+from fastapi import APIRouter, Depends
+from sqlmodel import Session
+
+from app.api.deps import get_db
+from app.api.schemas.forms import (
+    AsyncFormFill,
+    AsyncFormFillResponse,
+    AsyncJobSubmitResponse,
+    JobResponse,
+)
+from app.core.errors.base import AppError
+from app.db.repositories import create_job, get_job_by_uuid, get_template
+from app.models import Job
+from app.tasks.fill import fill_form_task
+
+router = APIRouter(tags=["jobs"])
+
+
+@router.get("/jobs/{job_id}", response_model=JobResponse)
+def get_job_status(job_id: str, db: Session = Depends(get_db)):
+    job = get_job_by_uuid(db, job_id)
+    if not job:
+        raise AppError("Job not found", status_code=404)
+    return JobResponse(
+        job_id=job.job_id,
+        job_type=job.job_type,
+        status=job.status,
+        progress_percent=job.progress_percent,
+        result_url=job.result_url,
+        error=job.error,
+        created_at=job.created_at.isoformat() if job.created_at else None,
+        updated_at=job.updated_at.isoformat() if job.updated_at else None,
+    )
+
+
+@router.post("/forms/jobs", response_model=AsyncFormFillResponse)
+def submit_async_form_fill(form: AsyncFormFill, db: Session = Depends(get_db)):
+    for tid in form.template_ids:
+        if not get_template(db, tid):
+            raise AppError(f"Template {tid} not found", status_code=404)
+
+    jobs: list[AsyncJobSubmitResponse] = []
+    for tid in form.template_ids:
+        result = fill_form_task.delay(tid, form.input_text, form.model)
+        job = Job(
+            celery_task_id=result.id,
+            job_type="form_generation",
+            template_id=tid,
+            input_text=form.input_text,
+            status="queued",
+            model=form.model,
+        )
+        job = create_job(db, job)
+        jobs.append(AsyncJobSubmitResponse(
+            job_id=job.job_id,
+            status=job.status,
+            poll_url=f"/api/v1/jobs/{job.job_id}",
+        ))
+
+    return AsyncFormFillResponse(jobs=jobs)
diff --git a/app/api/schemas/forms.py b/app/api/schemas/forms.py
index 8be28822..155b14f0 100644
--- a/app/api/schemas/forms.py
+++ b/app/api/schemas/forms.py
@@ -51,16 +51,27 @@ def validate_template_ids(cls, value):
 
 
 class JobResponse(BaseModel):
-    id: int
-    celery_task_id: str
-    template_id: int
+    job_id: str
+    job_type: str
+    status: str
+    progress_percent: int = 0
+    result_url: str | None = None
+    error: dict | None = None
+    created_at: str | None = None
+    updated_at: str | None = None
+
+    class Config:
+        from_attributes = True
+
+
+class AsyncJobSubmitResponse(BaseModel):
+    job_id: str
     status: str
-    output_pdf_path: str | None = None
-    error: str | None = None
+    poll_url: str
 
     class Config:
         from_attributes = True
 
 
 class AsyncFormFillResponse(BaseModel):
-    jobs: list[JobResponse]
\ No newline at end of file
+    jobs: list[AsyncJobSubmitResponse]
\ No newline at end of file
diff --git a/app/db/repositories.py b/app/db/repositories.py
index ebb80de6..8b6a2c4f 100644
--- a/app/db/repositories.py
+++ b/app/db/repositories.py
@@ -1,5 +1,5 @@
 from sqlmodel import Session, select
-from app.models import Template, FormSubmission
+from app.models import Template, FormSubmission, Job
 
 # Templates
 def create_template(session: Session, template: Template) -> Template:
@@ -22,3 +22,32 @@ def create_form(session: Session, form: FormSubmission) -> FormSubmission:
     session.commit()
     session.refresh(form)
     return form
+
+
+# Jobs
+def create_job(session: Session, job: Job) -> Job:
+    session.add(job)
+    session.commit()
+    session.refresh(job)
+    return job
+
+
+def get_job(session: Session, job_id: int) -> Job | None:
+    return session.get(Job, job_id)
+
+
+def get_job_by_uuid(session: Session, job_uuid: str) -> Job | None:
+    statement = select(Job).where(Job.job_id == job_uuid)
+    return session.exec(statement).first()
+
+
+def get_job_by_celery_id(session: Session, celery_task_id: str) -> Job | None:
+    statement = select(Job).where(Job.celery_task_id == celery_task_id)
+    return session.exec(statement).first()
+
+
+def update_job(session: Session, job: Job) -> Job:
+    session.add(job)
+    session.commit()
+    session.refresh(job)
+    return job
diff --git a/app/models/models.py b/app/models/models.py
index 9afc2bf5..c4ddf0bd 100644
--- a/app/models/models.py
+++ b/app/models/models.py
@@ -1,5 +1,7 @@
-from sqlmodel import SQLModel, Field
+import uuid as uuid_mod
+
 from sqlalchemy import Column, JSON
+from sqlmodel import SQLModel, Field
 from datetime import datetime, timezone
 
 
@@ -21,12 +23,15 @@ class FormSubmission(SQLModel, table=True):
 
 class Job(SQLModel, table=True):
     id: int | None = Field(default=None, primary_key=True)
+    job_id: str = Field(default_factory=lambda: str(uuid_mod.uuid4()), index=True, unique=True)
     celery_task_id: str = Field(index=True)
-    template_id: int = Field(foreign_key="template.id")
-    input_text: str
-    status: str = Field(default="pending")
-    output_pdf_path: str | None = None
-    error: str | None = None
+    job_type: str = Field(default="form_generation")
+    template_id: int | None = Field(default=None, foreign_key="template.id")
+    input_text: str | None = None
+    status: str = Field(default="queued")
+    progress_percent: int = Field(default=0)
+    result_url: str | None = None
+    error: dict | None = Field(default=None, sa_column=Column(JSON))
     model: str | None = None
     created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
     updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
\ No newline at end of file
diff --git a/app/tasks/fill.py b/app/tasks/fill.py
new file mode 100644
index 00000000..fc7b3115
--- /dev/null
+++ b/app/tasks/fill.py
@@ -0,0 +1,63 @@
+import logging
+from datetime import datetime, timezone
+
+from app.core.celery import celery_app
+from app.db.database import get_session
+from app.db.repositories import get_job_by_celery_id, get_template, update_job, create_form
+from app.models import FormSubmission
+from app.services.controller import Controller
+
+logger = logging.getLogger(__name__)
+
+
+@celery_app.task(bind=True, name="fill_form")
+def fill_form_task(self, template_id: int, input_text: str, model: str | None = None):
+    session = next(get_session())
+    try:
+        job = get_job_by_celery_id(session, self.request.id)
+        if not job:
+            raise RuntimeError(f"No job row for celery task {self.request.id}")
+
+        job.status = "processing"
+        job.progress_percent = 10
+        job.updated_at = datetime.now(timezone.utc)
+        update_job(session, job)
+
+        template = get_template(session, template_id)
+        if not template:
+            raise ValueError(f"Template {template_id} not found")
+
+        controller = Controller()
+        path = controller.fill_form(
+            user_input=input_text,
+            fields=template.fields,
+            pdf_form_path=template.pdf_path,
+            model=model,
+        )
+
+        submission = FormSubmission(
+            template_id=template_id,
+            input_text=input_text,
+            output_pdf_path=path,
+        )
+        create_form(session, submission)
+
+        job.status = "completed"
+        job.progress_percent = 100
+        job.result_url = f"/api/v1/forms/{submission.id}/download"
+        job.updated_at = datetime.now(timezone.utc)
+        update_job(session, job)
+
+        return {"job_id": job.job_id, "result_url": job.result_url}
+
+    except Exception as e:
+        logger.exception("fill_form_task failed")
+        job = get_job_by_celery_id(session, self.request.id)
+        if job:
+            job.status = "failed"
+            job.error = {"error_code": "TASK_FAILED", "message": str(e)}
+            job.updated_at = datetime.now(timezone.utc)
+            update_job(session, job)
+        raise
+    finally:
+        session.close()

From 838b85ae9949aefc6e7230ca4949b5281bee1150 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sun, 21 Jun 2026 17:37:28 +0530
Subject: [PATCH 38/85] added make command to see logs for workers

---
 Makefile | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/Makefile b/Makefile
index 13ea3665..0c8fa4ff 100644
--- a/Makefile
+++ b/Makefile
@@ -25,6 +25,7 @@ help:
 	@echo "make logs         - Stream all container logs"
 	@echo "make logs-app     - Stream app container logs"
 	@echo "make logs-ollama  - Stream Ollama container logs"
+	@echo "make logs-worker  - Stream Celery worker logs"
 	@echo "make shell        - Open shell in running app container"
 	@echo "make pull-model   - Pull Ollama model from .env.dev ($(OLLAMA_MODEL))"
 	@echo "make test         - Run test suite"
@@ -80,6 +81,9 @@ logs-app:
 logs-ollama:
 	@$(COMPOSE) logs -f ollama
 
+logs-worker:
+	@$(COMPOSE) logs -f celery-worker
+
 shell:
 	@$(COMPOSE) exec app /bin/sh
 

From 77661fcac208eb33e310e85f6be3467a4a8d2cf2 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sun, 21 Jun 2026 17:37:56 +0530
Subject: [PATCH 39/85] added init.py for tasks

---
 app/tasks/__init__.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 app/tasks/__init__.py

diff --git a/app/tasks/__init__.py b/app/tasks/__init__.py
new file mode 100644
index 00000000..e69de29b

From 60e1ce5cbd51f8951ca135170a3da0877884b6d2 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Sun, 21 Jun 2026 17:40:23 +0530
Subject: [PATCH 40/85] added tests for celery workers

---
 tests/conftest.py  |   2 +-
 tests/test_jobs.py | 111 +++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 112 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_jobs.py

diff --git a/tests/conftest.py b/tests/conftest.py
index 56dea60d..2699127a 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -14,7 +14,7 @@
 
 from app.main import app
 from app.api.deps import get_db
-from app.models import Template, FormSubmission  # noqa: F401 — registers tables
+from app.models import Template, FormSubmission, Job  # noqa: F401 — registers tables
 
 # ---------------------------------------------------------------------------
 # In-memory database
diff --git a/tests/test_jobs.py b/tests/test_jobs.py
new file mode 100644
index 00000000..0355a7c9
--- /dev/null
+++ b/tests/test_jobs.py
@@ -0,0 +1,111 @@
+"""Tests for async job submission and status endpoints."""
+
+from unittest.mock import patch, MagicMock
+
+
+class TestJobEndpoints:
+
+    def _seed_template(self, client):
+        resp = client.post("/templates/create", json={
+            "name": "Test Template",
+            "pdf_path": "test.pdf",
+            "fields": {"name": "string"},
+        })
+        return resp.json()["id"]
+
+    @patch("app.api.routes.jobs.fill_form_task")
+    def test_submit_async_single(self, mock_task, client):
+        mock_result = MagicMock()
+        mock_result.id = "celery-task-id-1"
+        mock_task.delay.return_value = mock_result
+
+        tpl_id = self._seed_template(client)
+        resp = client.post("/forms/jobs", json={
+            "template_ids": [tpl_id],
+            "input_text": "John Doe firefighter",
+        })
+        assert resp.status_code == 200
+        data = resp.json()
+        assert len(data["jobs"]) == 1
+        assert data["jobs"][0]["status"] == "queued"
+        assert "job_id" in data["jobs"][0]
+        assert data["jobs"][0]["poll_url"].startswith("/api/v1/jobs/")
+        mock_task.delay.assert_called_once_with(tpl_id, "John Doe firefighter", None)
+
+    @patch("app.api.routes.jobs.fill_form_task")
+    def test_submit_async_batch(self, mock_task, client):
+        mock_task.delay.side_effect = [
+            MagicMock(id="task-1"),
+            MagicMock(id="task-2"),
+        ]
+
+        t1 = self._seed_template(client)
+        t2 = self._seed_template(client)
+        resp = client.post("/forms/jobs", json={
+            "template_ids": [t1, t2],
+            "input_text": "batch input",
+        })
+        assert resp.status_code == 200
+        jobs = resp.json()["jobs"]
+        assert len(jobs) == 2
+        assert jobs[0]["job_id"] != jobs[1]["job_id"]
+        assert mock_task.delay.call_count == 2
+
+    @patch("app.api.routes.jobs.fill_form_task")
+    def test_submit_async_missing_template(self, mock_task, client):
+        resp = client.post("/forms/jobs", json={
+            "template_ids": [9999],
+            "input_text": "some text",
+        })
+        assert resp.status_code == 404
+        mock_task.delay.assert_not_called()
+
+    @patch("app.api.routes.jobs.fill_form_task")
+    def test_get_job_status(self, mock_task, client):
+        mock_task.delay.return_value = MagicMock(id="celery-abc")
+
+        tpl_id = self._seed_template(client)
+        submit_resp = client.post("/forms/jobs", json={
+            "template_ids": [tpl_id],
+            "input_text": "test input",
+        })
+        job_id = submit_resp.json()["jobs"][0]["job_id"]
+
+        resp = client.get(f"/jobs/{job_id}")
+        assert resp.status_code == 200
+        data = resp.json()
+        assert data["job_id"] == job_id
+        assert data["job_type"] == "form_generation"
+        assert data["status"] == "queued"
+        assert data["progress_percent"] == 0
+
+    def test_get_job_not_found(self, client):
+        resp = client.get("/jobs/00000000-0000-0000-0000-000000000000")
+        assert resp.status_code == 404
+
+    @patch("app.api.routes.jobs.fill_form_task")
+    def test_submit_with_model_override(self, mock_task, client):
+        mock_task.delay.return_value = MagicMock(id="celery-xyz")
+
+        tpl_id = self._seed_template(client)
+        resp = client.post("/forms/jobs", json={
+            "template_ids": [tpl_id],
+            "input_text": "test",
+            "model": "mistral:latest",
+        })
+        assert resp.status_code == 200
+        mock_task.delay.assert_called_once_with(tpl_id, "test", "mistral:latest")
+
+    def test_submit_empty_template_ids(self, client):
+        resp = client.post("/forms/jobs", json={
+            "template_ids": [],
+            "input_text": "test",
+        })
+        assert resp.status_code == 422
+
+    def test_submit_empty_input_text(self, client):
+        resp = client.post("/forms/jobs", json={
+            "template_ids": [1],
+            "input_text": "",
+        })
+        assert resp.status_code == 422

From ae8d8a150892eceaec72f09e078949e8e41d988b Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Mon, 22 Jun 2026 10:54:32 +0530
Subject: [PATCH 41/85] Move retry-after constant to config.py (#543 review)

---
 app/core/config.py          | 5 +++++
 app/core/errors/handlers.py | 7 ++-----
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/app/core/config.py b/app/core/config.py
index d6f723df..d08ccf3a 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -44,3 +44,8 @@
     for origin in os.getenv("FRONTEND_ORIGINS", _DEFAULT_ORIGINS).split(",")
     if origin.strip()
 ]
+
+# --- Error handling -------------------------------------------------------
+# Advisory Retry-After sent to clients on 503 responses. This is a client
+# hint, not a measured backpressure value — the app has no queue-depth signal.
+RETRY_AFTER_SECONDS = 30
diff --git a/app/core/errors/handlers.py b/app/core/errors/handlers.py
index 446056da..ce8988ad 100644
--- a/app/core/errors/handlers.py
+++ b/app/core/errors/handlers.py
@@ -2,12 +2,9 @@
 from fastapi.exceptions import RequestValidationError
 from fastapi.responses import JSONResponse
 
+from app.core.config import RETRY_AFTER_SECONDS
 from app.core.errors.base import AppError
 
-# Advisory retry hint on 503 responses — not a measured queue depth or backpressure
-# value; just a safe default so clients know when to try again.
-_RETRY_AFTER_SECONDS = 30
-
 
 def register_exception_handlers(app):
     @app.exception_handler(AppError)
@@ -16,7 +13,7 @@ async def app_error_handler(request: Request, exc: AppError):
         if exc.detail is not None:
             body["detail"] = exc.detail
         if exc.status_code == 503:
-            body["retry_after_seconds"] = _RETRY_AFTER_SECONDS
+            body["retry_after_seconds"] = RETRY_AFTER_SECONDS
         return JSONResponse(status_code=exc.status_code, content=body)
 
     @app.exception_handler(RequestValidationError)

From 0ec204296170ebcd38a34a26cb4b9d10cb16fc6b Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Mon, 22 Jun 2026 23:26:41 +0530
Subject: [PATCH 42/85] feat: Add Alembic migration infrastructure

---
 alembic.ini                            | 37 ++++++++++++++++++
 alembic/env.py                         | 50 +++++++++++++++++++++++++
 alembic/script.py.mako                 | 27 +++++++++++++
 alembic/versions/001_initial_schema.py | 52 ++++++++++++++++++++++++++
 app/db/init_db.py                      | 24 +++++++++---
 requirements.txt                       |  3 +-
 6 files changed, 186 insertions(+), 7 deletions(-)
 create mode 100644 alembic.ini
 create mode 100644 alembic/env.py
 create mode 100644 alembic/script.py.mako
 create mode 100644 alembic/versions/001_initial_schema.py

diff --git a/alembic.ini b/alembic.ini
new file mode 100644
index 00000000..2788aaa8
--- /dev/null
+++ b/alembic.ini
@@ -0,0 +1,37 @@
+[alembic]
+script_location = alembic
+prepend_sys_path = .
+path_separator = os
+
+[loggers]
+keys = root,sqlalchemy,alembic
+
+[handlers]
+keys = console
+
+[formatters]
+keys = generic
+
+[logger_root]
+level = WARN
+handlers = console
+
+[logger_sqlalchemy]
+level = WARN
+handlers =
+qualname = sqlalchemy.engine
+
+[logger_alembic]
+level = INFO
+handlers =
+qualname = alembic
+
+[handler_console]
+class = StreamHandler
+args = (sys.stderr,)
+level = NOTSET
+formatter = generic
+
+[formatter_generic]
+format = %(levelname)-5.5s [%(name)s] %(message)s
+datefmt = %H:%M:%S
diff --git a/alembic/env.py b/alembic/env.py
new file mode 100644
index 00000000..d503289d
--- /dev/null
+++ b/alembic/env.py
@@ -0,0 +1,50 @@
+from logging.config import fileConfig
+
+from alembic import context
+from sqlalchemy import engine_from_config, pool
+
+from app.core.config import DATABASE_URL
+from app.models.models import SQLModel 
+from app.models import Template, FormSubmission 
+
+config = context.config
+
+if not config.get_main_option("sqlalchemy.url"):
+    config.set_main_option("sqlalchemy.url", DATABASE_URL)
+
+if config.config_file_name is not None:
+    fileConfig(config.config_file_name)
+
+target_metadata = SQLModel.metadata
+
+
+def run_migrations_offline():
+    url = config.get_main_option("sqlalchemy.url")
+    context.configure(url=url, target_metadata=target_metadata, literal_binds=True)
+    with context.begin_transaction():
+        context.run_migrations()
+
+
+def run_migrations_online():
+    connectable = config.attributes.get("connection", None)
+
+    if connectable is None:
+        connectable = engine_from_config(
+            config.get_section(config.config_ini_section, {}),
+            prefix="sqlalchemy.",
+            poolclass=pool.NullPool,
+        )
+        with connectable.connect() as connection:
+            context.configure(connection=connection, target_metadata=target_metadata)
+            with context.begin_transaction():
+                context.run_migrations()
+    else:
+        context.configure(connection=connectable, target_metadata=target_metadata)
+        with context.begin_transaction():
+            context.run_migrations()
+
+
+if context.is_offline_mode():
+    run_migrations_offline()
+else:
+    run_migrations_online()
diff --git a/alembic/script.py.mako b/alembic/script.py.mako
new file mode 100644
index 00000000..6ce33510
--- /dev/null
+++ b/alembic/script.py.mako
@@ -0,0 +1,27 @@
+"""${message}
+
+Revision ID: ${up_revision}
+Revises: ${down_revision | comma,n}
+Create Date: ${create_date}
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+import sqlmodel
+${imports if imports else ""}
+
+# revision identifiers, used by Alembic.
+revision: str = ${repr(up_revision)}
+down_revision: Union[str, None] = ${repr(down_revision)}
+branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)}
+depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)}
+
+
+def upgrade() -> None:
+    ${upgrades if upgrades else "pass"}
+
+
+def downgrade() -> None:
+    ${downgrades if downgrades else "pass"}
diff --git a/alembic/versions/001_initial_schema.py b/alembic/versions/001_initial_schema.py
new file mode 100644
index 00000000..e6d9fade
--- /dev/null
+++ b/alembic/versions/001_initial_schema.py
@@ -0,0 +1,52 @@
+"""Initial schema — Template and FormSubmission tables.
+
+Revision ID: 001
+Revises:
+Create Date: 2026-06-22
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+import sqlmodel
+
+revision: str = "001"
+down_revision: Union[str, None] = None
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "template",
+        sa.Column("id", sa.Integer, primary_key=True, autoincrement=True),
+        sa.Column("name", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("fields", sa.JSON, nullable=False),
+        sa.Column("pdf_path", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column(
+            "created_at",
+            sa.DateTime,
+            nullable=False,
+            server_default=sa.text("now()"),
+        ),
+    )
+
+    op.create_table(
+        "formsubmission",
+        sa.Column("id", sa.Integer, primary_key=True, autoincrement=True),
+        sa.Column("template_id", sa.Integer, sa.ForeignKey("template.id"), nullable=False),
+        sa.Column("input_text", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("output_pdf_path", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column(
+            "created_at",
+            sa.DateTime,
+            nullable=False,
+            server_default=sa.text("now()"),
+        ),
+    )
+
+
+def downgrade() -> None:
+    op.drop_table("formsubmission")
+    op.drop_table("template")
diff --git a/app/db/init_db.py b/app/db/init_db.py
index fc171471..ebfe09b2 100644
--- a/app/db/init_db.py
+++ b/app/db/init_db.py
@@ -1,24 +1,37 @@
 import datetime
 import logging
+from pathlib import Path
 
-from sqlmodel import Session, SQLModel, select
+from alembic import command
+from alembic.config import Config
+from sqlmodel import Session, select
 
 from app.core.config import DEFAULT_TEMPLATE_DIR
 from app.db.database import engine
-
 from app.models import FormSubmission, Template  # noqa: F401
 
 logger = logging.getLogger(__name__)
 
+ALEMBIC_INI = str(Path(__file__).resolve().parents[2] / "alembic.ini")
+
+
+def _alembic_cfg() -> Config:
+    cfg = Config(ALEMBIC_INI)
+    return cfg
+
+
+def run_migrations():
+    logger.info("Running Alembic migrations...")
+    command.upgrade(_alembic_cfg(), "head")
+    logger.info("Migrations complete.")
+
 
 def seed_db():
     with Session(engine) as session:
-        # Check if we already have templates
         statement = select(Template)
         try:
             results = session.exec(statement).first()
         except Exception:
-            # Table might not exist yet if called at a weird time
             results = None
 
         if not results:
@@ -33,7 +46,6 @@ def seed_db():
                 "Date": "string",
             }
 
-            # Using ID 2 as agreed to avoid any ID 1 corruption
             default_template = Template(
                 id=2,
                 name="Manual Test Template",
@@ -47,7 +59,7 @@ def seed_db():
 
 
 def init_db():
-    SQLModel.metadata.create_all(engine)
+    run_migrations()
     seed_db()
 
 
diff --git a/requirements.txt b/requirements.txt
index 8781c970..25cb0a16 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -16,4 +16,5 @@ openmeteo-requests
 requests-cache
 retry-requests
 pandas
-geopy
\ No newline at end of file
+geopy
+alembic
\ No newline at end of file

From 512174a841a5787ddbd09c1875f13158e0a3a587 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Mon, 22 Jun 2026 23:27:02 +0530
Subject: [PATCH 43/85] Add migration tests for upgrade, downgrade, and schema
 validation

---
 tests/test_migrations.py | 85 ++++++++++++++++++++++++++++++++++++++++
 1 file changed, 85 insertions(+)
 create mode 100644 tests/test_migrations.py

diff --git a/tests/test_migrations.py b/tests/test_migrations.py
new file mode 100644
index 00000000..3e920322
--- /dev/null
+++ b/tests/test_migrations.py
@@ -0,0 +1,85 @@
+"""Tests for Alembic migration infrastructure.
+
+Runs migrations against an in-memory SQLite database to verify:
+- upgrade to head works
+- downgrade to base works
+- round-trip (up → down → up) works
+- schema matches expected columns and foreign keys
+"""
+
+import pytest
+from alembic import command
+from alembic.config import Config
+from sqlalchemy import create_engine, inspect
+
+ALEMBIC_INI = "alembic.ini"
+
+
+@pytest.fixture()
+def alembic_engine():
+    return create_engine("sqlite://")
+
+
+@pytest.fixture()
+def alembic_cfg(alembic_engine):
+    cfg = Config(ALEMBIC_INI)
+    cfg.set_main_option("sqlalchemy.url", "sqlite://")
+    cfg.attributes["connection"] = alembic_engine.connect()
+    return cfg
+
+
+def test_upgrade_head(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    tables = inspector.get_table_names()
+    assert "template" in tables
+    assert "formsubmission" in tables
+    assert "alembic_version" in tables
+
+
+def test_downgrade_base(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+    command.downgrade(alembic_cfg, "base")
+
+    inspector = inspect(alembic_engine)
+    tables = inspector.get_table_names()
+    assert "template" not in tables
+    assert "formsubmission" not in tables
+
+
+def test_round_trip(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+    command.downgrade(alembic_cfg, "-1")
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    tables = inspector.get_table_names()
+    assert "template" in tables
+    assert "formsubmission" in tables
+
+
+def test_template_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("template")}
+    assert columns == {"id", "name", "fields", "pdf_path", "created_at"}
+
+
+def test_formsubmission_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("formsubmission")}
+    assert columns == {"id", "template_id", "input_text", "output_pdf_path", "created_at"}
+
+
+def test_formsubmission_fk(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    fks = inspector.get_foreign_keys("formsubmission")
+    assert len(fks) == 1
+    assert fks[0]["referred_table"] == "template"
+    assert fks[0]["referred_columns"] == ["id"]

From 2ba207d44832a18c24bc74c3a28fce9b67aa0831 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Mon, 22 Jun 2026 23:27:54 +0530
Subject: [PATCH 44/85] Add alembic check to CI and migration commands to
 Makefile

---
 .github/workflows/tests.yml |  8 +++++++-
 Makefile                    | 10 +++++++++-
 2 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 0c90b98e..075b3e27 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -27,4 +27,10 @@ jobs:
         env:
           PYTHONPATH: .
         run: |
-          python -m pytest tests/ -v --tb=short
\ No newline at end of file
+          python -m pytest tests/ -v --tb=short
+
+      - name: Check for un-migrated model changes
+        env:
+          PYTHONPATH: .
+        run: |
+          python -m alembic check
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 7d1d3575..c81235e7 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean
+.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean migrate migration
 
 COMPOSE     = docker compose -f docker/dev/compose.yml --env-file docker/.env.dev
 ENV_DEV     = docker/.env.dev
@@ -28,6 +28,8 @@ help:
 	@echo "make shell        - Open shell in running app container"
 	@echo "make pull-model   - Pull Ollama model from .env.dev ($(OLLAMA_MODEL))"
 	@echo "make test         - Run test suite"
+	@echo "make migrate      - Run pending Alembic migrations"
+	@echo "make migration    - Generate new migration (msg='description')"
 	@echo "make clean        - Stop containers (preserves volumes)"
 	@echo "make super-clean  - [CAUTION] Stop containers, delete volumes, prune Docker"
 
@@ -89,6 +91,12 @@ pull-model:
 test:
 	@$(COMPOSE) exec -T app python3 -m pytest tests/ -v
 
+migrate:
+	@$(COMPOSE) exec -T app alembic upgrade head
+
+migration:
+	@$(COMPOSE) exec -T app alembic revision --autogenerate -m "$(msg)"
+
 clean:
 	@$(COMPOSE) down
 

From 7e934aa270ca0d4fafb0967730979e351424b2fe Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 23 Jun 2026 17:48:10 +0530
Subject: [PATCH 45/85]  Dockerfiles + compose: perf(docker): faster image
 builds and container startup

---
 docker/dev/Dockerfile  | 19 ++++++++++++++-----
 docker/dev/compose.yml |  4 ++++
 docker/prod/Dockerfile | 26 +++++++++++++++++++-------
 3 files changed, 37 insertions(+), 12 deletions(-)

diff --git a/docker/dev/Dockerfile b/docker/dev/Dockerfile
index ad4bfd4b..a5a42c1b 100644
--- a/docker/dev/Dockerfile
+++ b/docker/dev/Dockerfile
@@ -3,7 +3,7 @@ FROM python:3.11-slim
 
 WORKDIR /app
 
-# Use apt cache mount to speed up system package installation across builds
+# apt cache mounts keep downloaded .debs across builds
 RUN rm -f /etc/apt/apt.conf.d/docker-clean; echo 'Binary::apt::APT::Keep-Downloaded-Packages "true";' > /etc/apt/apt.conf.d/keep-cache
 RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
     --mount=type=cache,target=/var/lib/apt \
@@ -11,13 +11,22 @@ RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
     curl \
     libgl1 \
     libglib2.0-0 \
-    libxcb1
+    libxcb1 \
+    libpq-dev \
+    build-essential \
+    g++
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
 
 COPY requirements.txt .
 
-# Use pip cache mount so it remembers downloaded wheels
-RUN --mount=type=cache,target=/root/.cache/pip \
-    pip install -r requirements.txt
+RUN --mount=type=cache,target=/root/.cache/uv \
+    UV_TORCH_BACKEND=cpu \
+    uv pip install --system -r requirements.txt
+
+# Bake a hash of the deps the image was built with. The entrypoint compares this
+# against the live (bind-mounted) requirements.txt to decide whether to reinstall.
+RUN sha256sum requirements.txt | cut -d' ' -f1 > /opt/req_hash
 
 ENV PYTHONPATH=/app
 
diff --git a/docker/dev/compose.yml b/docker/dev/compose.yml
index 83de9243..58cb9d74 100644
--- a/docker/dev/compose.yml
+++ b/docker/dev/compose.yml
@@ -17,6 +17,8 @@ services:
       interval: 10s
       timeout: 5s
       retries: 5
+      start_period: 30s
+      start_interval: 1s
 
   ollama:
     image: ollama/ollama:latest
@@ -33,6 +35,7 @@ services:
       timeout: 5s
       retries: 5
       start_period: 30s
+      start_interval: 2s
 
   whisper:
     image: onerahmet/openai-whisper-asr-webservice:latest
@@ -53,6 +56,7 @@ services:
       timeout: 5s
       retries: 5
       start_period: 60s
+      start_interval: 3s
 
   app:
     build:
diff --git a/docker/prod/Dockerfile b/docker/prod/Dockerfile
index f97d6dd5..ed65a283 100644
--- a/docker/prod/Dockerfile
+++ b/docker/prod/Dockerfile
@@ -1,32 +1,44 @@
+# ---- builder ----
 FROM python:3.11-slim AS builder
 
-WORKDIR /build
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential g++ libpq-dev && \
+    rm -rf /var/lib/apt/lists/*
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
 
+WORKDIR /build
 COPY requirements.txt .
-RUN pip install --no-cache-dir --prefix=/install -r requirements.txt
 
+RUN --mount=type=cache,target=/root/.cache/uv \
+    UV_TORCH_BACKEND=cpu \
+    uv pip install --system -r requirements.txt
 
+# ---- runtime ----
 FROM python:3.11-slim
 
 WORKDIR /app
 
-RUN apt-get update && apt-get install -y \
+RUN apt-get update && apt-get install -y --no-install-recommends \
     curl \
     libgl1 \
     libglib2.0-0 \
     libxcb1 \
-    && rm -rf /var/lib/apt/lists/*
+    libpq5 && \
+    rm -rf /var/lib/apt/lists/*
 
-COPY --from=builder /install /usr/local
+COPY --from=builder /usr/local/lib/python3.11/site-packages /usr/local/lib/python3.11/site-packages
+COPY --from=builder /usr/local/bin /usr/local/bin
 
-# Copy only app code, not data/ temp/ tests/ docs/ etc.
 COPY app/ ./app/
 COPY requirements.txt .
 COPY docker/entrypoint.sh /entrypoint.sh
 
+# Bake deps hash so the entrypoint can skip the redundant install when unchanged.
+RUN sha256sum requirements.txt | cut -d' ' -f1 > /opt/req_hash
+
 ENV PYTHONPATH=/app
 
-# Data dirs created here; actual storage comes from mounted volumes at runtime.
 RUN mkdir -p /data/db /data/uploads && chmod +x /entrypoint.sh
 
 EXPOSE 8000

From 9f088a8debb0a6459b8b37377206beb94ce053d8 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 23 Jun 2026 17:48:39 +0530
Subject: [PATCH 46/85] fast make workflow and runtime dependency sync

---
 Makefile                     | 36 +++++++++++++++++++++++-------------
 docker/entrypoint.sh         | 19 +++++++++++++++++--
 scripts/setup-dockers-env.sh |  6 +++++-
 3 files changed, 45 insertions(+), 16 deletions(-)

diff --git a/Makefile b/Makefile
index 7d1d3575..3b9a95f8 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean
+.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean status ready-banner sync
 
 COMPOSE     = docker compose -f docker/dev/compose.yml --env-file docker/.env.dev
 ENV_DEV     = docker/.env.dev
@@ -22,6 +22,8 @@ help:
 	@echo "make build        - Build Docker images"
 	@echo "make up           - Start all containers (detached)"
 	@echo "make down         - Stop all containers"
+	@echo "make sync         - Fast-install new requirements.txt deps into running app (no rebuild)"
+	@echo "make status       - Show compact container health summary"
 	@echo "make logs         - Stream all container logs"
 	@echo "make logs-app     - Stream app container logs"
 	@echo "make logs-ollama  - Stream Ollama container logs"
@@ -43,30 +45,38 @@ init:
 		*) echo "Run 'make fireform' when ready." ;; \
 	esac
 
-fireform: build up
-	@printf "Waiting for Ollama to be ready..."
-	@until $(COMPOSE) exec -T ollama ollama list > /dev/null 2>&1; do \
-		printf '.'; sleep 2; \
-	done
-	@echo " ready."
+fireform:
+	@$(COMPOSE) up -d --build
 	@if $(COMPOSE) exec -T ollama ollama list 2>/dev/null | grep -q "^$(OLLAMA_MODEL)"; then \
 		echo "  Model $(OLLAMA_MODEL) already pulled."; \
 	else \
 		echo "  Pulling $(OLLAMA_MODEL)..."; \
 		$(COMPOSE) exec -T ollama ollama pull $(OLLAMA_MODEL); \
 	fi
-	@echo ""
-	@echo "FireForm is ready!"
-	@echo "   API:      http://localhost:8000"
-	@echo "   API Docs: http://localhost:8000/docs"
-	@echo ""
-	@echo "Run 'make logs' to view live logs, 'make down' to stop."
+	@$(MAKE) --no-print-directory ready-banner
 
 build:
 	@$(COMPOSE) build
 
 up:
 	@$(COMPOSE) up -d
+	@$(MAKE) --no-print-directory ready-banner
+
+# Fast path for "I added a package": install the delta into the running container
+# (no image rebuild, no 1.6GB layer re-export). uv installs only what's missing in
+sync:
+	@$(COMPOSE) exec -T app sh -c "UV_TORCH_BACKEND=cpu uv pip install --system -r requirements.txt"
+
+status:
+	@$(COMPOSE) ps --format 'table {{.Service}}\t{{.Status}}'
+
+ready-banner:
+	@echo ""
+	@echo "FireForm is ready!"
+	@echo "   API:      http://localhost:8000"
+	@echo "   API Docs: http://localhost:8000/docs"
+	@echo ""
+	@echo "Run 'make logs' to view live logs, 'make down' to stop."
 
 down:
 	@$(COMPOSE) down --remove-orphans
diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh
index 8694d9ff..a4832be7 100755
--- a/docker/entrypoint.sh
+++ b/docker/entrypoint.sh
@@ -1,10 +1,25 @@
 #!/bin/sh
 set -e
 
-# Ensure data directories exist (volumes may be empty on first run)
 mkdir -p /data/uploads
 
-# Run DB migrations / init before starting the server
+# Reinstall deps only when the live requirements.txt differs from what the image
+# was built with. The image bakes the hash at /opt/req_hash; in dev the live file
+# comes from the bind mount. Matching hash => deps already baked in => skip (instant).
+BAKED_HASH=$(cat /opt/req_hash 2>/dev/null || echo "none")
+LIVE_HASH=$(sha256sum requirements.txt 2>/dev/null | cut -d' ' -f1 || echo "unknown")
+
+if [ "$BAKED_HASH" = "$LIVE_HASH" ]; then
+    echo "[entrypoint] dependencies up to date — skipping install"
+else
+    echo "[entrypoint] requirements.txt changed since image build — syncing deps..."
+    if command -v uv > /dev/null 2>&1; then
+        UV_TORCH_BACKEND=cpu uv pip install --system -r requirements.txt
+    else
+        pip install -r requirements.txt
+    fi
+fi
+
 python3 -m app.db.init_db
 
 exec "$@"
diff --git a/scripts/setup-dockers-env.sh b/scripts/setup-dockers-env.sh
index 90adb5c4..17418ad9 100644
--- a/scripts/setup-dockers-env.sh
+++ b/scripts/setup-dockers-env.sh
@@ -1,4 +1,8 @@
 #!/bin/bash
 
 source venv/bin/activate
-pip install -r requirements.txt
+if command -v uv > /dev/null 2>&1; then
+    uv pip install -r requirements.txt
+else
+    pip install -r requirements.txt
+fi

From 501d837ebc16666ee59c5fd56993a3e11080fb40 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 23 Jun 2026 17:49:19 +0530
Subject: [PATCH 47/85] updated package in ci-cd

---
 .github/workflows/lint.yml  | 7 ++++---
 .github/workflows/tests.yml | 7 ++++---
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 1652a2b7..97bd836b 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -19,10 +19,11 @@ jobs:
         with:
           python-version: "3.11"
 
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+
       - name: Install linter
-        run: |
-          python -m pip install --upgrade pip
-          pip install ruff
+        run: uv pip install --system ruff
 
       - name: Run linter
         run: |
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 0c90b98e..44536145 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -18,10 +18,11 @@ jobs:
         with:
           python-version: "3.11"
 
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+
       - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install -r requirements.txt
+        run: uv pip install --system -r requirements.txt
 
       - name: Run tests
         env:

From 0e3217f75f98f60c4a25e20958cfb5c710f188b9 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 23 Jun 2026 18:11:26 +0530
Subject: [PATCH 48/85] fixed redis late start time

---
 docker/dev/compose.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docker/dev/compose.yml b/docker/dev/compose.yml
index 83e1d821..820711d1 100644
--- a/docker/dev/compose.yml
+++ b/docker/dev/compose.yml
@@ -72,6 +72,8 @@ services:
       interval: 10s
       timeout: 5s
       retries: 5
+      start_period: 30s
+      start_interval: 1s
 
   app:
     build:

From d31ff2dc2e3b6b8ee939f826346b4ff3cfe09425 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Tue, 23 Jun 2026 07:16:27 -0700
Subject: [PATCH 49/85] refactor: :recycle: replaced Union and Sequence to
 newer accepted versions

---
 alembic/versions/001_initial_schema.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/alembic/versions/001_initial_schema.py b/alembic/versions/001_initial_schema.py
index e6d9fade..59faa787 100644
--- a/alembic/versions/001_initial_schema.py
+++ b/alembic/versions/001_initial_schema.py
@@ -5,16 +5,16 @@
 Create Date: 2026-06-22
 
 """
-from typing import Sequence, Union
+from collections.abc import Sequence
 
 from alembic import op
 import sqlalchemy as sa
 import sqlmodel
 
 revision: str = "001"
-down_revision: Union[str, None] = None
-branch_labels: Union[str, Sequence[str], None] = None
-depends_on: Union[str, Sequence[str], None] = None
+down_revision: str | None = None
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
 
 
 def upgrade() -> None:

From 7f04672f48eed78130617e0d95e3cfa1ab7f6e6a Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Tue, 23 Jun 2026 07:33:10 -0700
Subject: [PATCH 50/85] refactor: :recycle: restructuring routing of v1

---
 app/api/router.py                 | 27 ++++++++-------------------
 app/api/{v1 => }/routes/system.py |  0
 app/api/v1/__init__.py            |  0
 app/api/v1/router.py              | 13 -------------
 app/api/v1/routes/__init__.py     |  0
 app/core/config.py                |  3 +++
 6 files changed, 11 insertions(+), 32 deletions(-)
 rename app/api/{v1 => }/routes/system.py (100%)
 delete mode 100644 app/api/v1/__init__.py
 delete mode 100644 app/api/v1/router.py
 delete mode 100644 app/api/v1/routes/__init__.py

diff --git a/app/api/router.py b/app/api/router.py
index b8e3e29b..962a26ca 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -1,23 +1,12 @@
-"""Aggregates every route module into a single API router.
-
-Add new feature routers here; main.py only mounts this one router.
-
-IMPORTANT: Never add prefix="/api/v1" to api_router itself — that would
-silently move the existing /templates and /forms routes and break the frontend.
-New v1 endpoints live in app/api/v1/ and are included via v1_router below.
-"""
-
 from fastapi import APIRouter
 
-from app.api.routes import forms, jobs, templates
-from app.api.v1.router import v1_router
-from app.api.routes import forms, templates, weather, zipcode
+from app.api.routes import forms, templates, weather, zipcode, jobs, system
+from app.core.config import API_PREFIX
 
 api_router = APIRouter()
-api_router.include_router(templates.router)
-api_router.include_router(forms.router)
-api_router.include_router(v1_router)
-api_router.include_router(jobs.router)
-
-api_router.include_router(weather.router)
-api_router.include_router(zipcode.router)
+api_router.include_router(templates.router, prefix=API_PREFIX)
+api_router.include_router(forms.router, prefix=API_PREFIX)
+api_router.include_router(system.router, prefix=API_PREFIX)
+api_router.include_router(jobs.router, prefix=API_PREFIX)
+api_router.include_router(weather.router, prefix=API_PREFIX)
+api_router.include_router(zipcode.router, prefix=API_PREFIX)
\ No newline at end of file
diff --git a/app/api/v1/routes/system.py b/app/api/routes/system.py
similarity index 100%
rename from app/api/v1/routes/system.py
rename to app/api/routes/system.py
diff --git a/app/api/v1/__init__.py b/app/api/v1/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/app/api/v1/router.py b/app/api/v1/router.py
deleted file mode 100644
index da6a812c..00000000
--- a/app/api/v1/router.py
+++ /dev/null
@@ -1,13 +0,0 @@
-"""Aggregates all /api/v1 route modules.
-
-This router is included ADDITIVELY in app/api/router.py alongside the
-existing /templates and /forms routers. Never put prefix="/api/v1" on the
-top-level api_router — that would silently move the existing routes.
-"""
-
-from fastapi import APIRouter
-
-from app.api.v1.routes import system
-
-v1_router = APIRouter(prefix="/api/v1")
-v1_router.include_router(system.router)
diff --git a/app/api/v1/routes/__init__.py b/app/api/v1/routes/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/app/core/config.py b/app/core/config.py
index 40bed253..391c082f 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -53,3 +53,6 @@
 # Advisory Retry-After sent to clients on 503 responses. This is a client
 # hint, not a measured backpressure value — the app has no queue-depth signal.
 RETRY_AFTER_SECONDS = 30
+
+# --- API Versioning -------------------------------------------------------
+API_PREFIX = "/api/v1"
\ No newline at end of file

From 08eb9f20ce0afdd59a0bc0091a23ccd0a7b3fb93 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Tue, 23 Jun 2026 11:23:58 -0700
Subject: [PATCH 51/85] feat: :sparkles: introducing analytics and form
 submission history

---
 app/api/routes/forms.py | 79 ++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 78 insertions(+), 1 deletion(-)

diff --git a/app/api/routes/forms.py b/app/api/routes/forms.py
index 9ecb46c8..63366f46 100644
--- a/app/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -12,7 +12,7 @@
 from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, WHISPER_HOST
 from app.core.errors.base import AppError
 from app.db.repositories import create_form, get_template
-from app.models import FormSubmission
+from app.models import FormSubmission, Template
 from app.services.controller import Controller
 
 router = APIRouter(prefix="/forms", tags=["forms"])
@@ -104,3 +104,80 @@ def transcribe(audio: UploadFile = File(...)):
         text = response.text.strip()
 
     return TranscriptionResponse(text=text)
+
+
+@router.get("/submissions")
+def get_submissions(db: Session = Depends(get_db)):
+    from sqlmodel import select
+    statement = (
+        select(FormSubmission, Template.name)
+        .join(Template, FormSubmission.template_id == Template.id, isouter=True)
+        .order_by(FormSubmission.created_at.desc(), FormSubmission.id.desc())
+    )
+    results = db.exec(statement).all()
+    return [
+        {
+            "id": sub.id,
+            "template_id": sub.template_id,
+            "template_name": name or "Unknown Template",
+            "input_text": sub.input_text,
+            "output_pdf_path": sub.output_pdf_path,
+            "created_at": sub.created_at.isoformat() if sub.created_at else None,
+        }
+        for sub, name in results
+    ]
+
+
+@router.get("/submissions/analytics")
+def get_submissions_analytics(db: Session = Depends(get_db)):
+    from collections import Counter
+    import re
+    from sqlmodel import select
+
+    statement = select(FormSubmission, Template.name).join(
+        Template, FormSubmission.template_id == Template.id, isouter=True
+    )
+    results = db.exec(statement).all()
+
+    total_submissions = len(results)
+
+    template_counts = Counter()
+    daily_counts = Counter()
+    words = []
+
+    stopwords = {
+        "the", "and", "a", "of", "to", "in", "is", "that", "it", "was", "for", "on",
+        "as", "with", "by", "at", "an", "be", "this", "are", "from", "or", "have",
+        "has", "had", "but", "not", "he", "she", "they", "we", "i", "you", "my", "his",
+        "her", "their", "our", "me", "him", "them", "us", "about", "there", "their",
+        "were", "been", "would", "could", "should", "will", "can", "no", "yes", "any",
+        "so", "very", "patient", "presents", "with", "reported", "history", "shows",
+        "left", "right", "pain", "due", "after", "before", "emergency", "department",
+        "medical", "clinical"
+    }
+
+    for sub, name in results:
+        template_name = name or "Unknown Template"
+        template_counts[template_name] += 1
+
+        if sub.created_at:
+            date_str = sub.created_at.strftime("%Y-%m-%d")
+            daily_counts[date_str] += 1
+
+        if sub.input_text:
+            found_words = re.findall(r"\b[a-zA-Z]{3,15}\b", sub.input_text.lower())
+            for w in found_words:
+                if w not in stopwords:
+                    words.append(w)
+
+    sorted_daily = [{"date": k, "count": v} for k, v in sorted(daily_counts.items())]
+    sorted_templates = [{"template_name": k, "count": v} for k, v in template_counts.most_common()]
+    common_terms = [{"word": k, "count": v} for k, v in Counter(words).most_common(12)]
+
+    return {
+        "total_submissions": total_submissions,
+        "by_template": sorted_templates,
+        "by_date": sorted_daily,
+        "common_terms": common_terms,
+    }
+

From 2d20143f2fe5051d18cdfba8c8e4ef5095b1a876 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 23 Jun 2026 22:27:56 +0530
Subject: [PATCH 52/85] fix(db): add job table to migration 001 and align
 schema with models

---
 alembic/env.py                         |  5 ++--
 alembic/versions/001_initial_schema.py | 38 +++++++++++++++++---------
 app/models/models.py                   |  2 +-
 3 files changed, 29 insertions(+), 16 deletions(-)

diff --git a/alembic/env.py b/alembic/env.py
index d503289d..06639d87 100644
--- a/alembic/env.py
+++ b/alembic/env.py
@@ -3,9 +3,10 @@
 from alembic import context
 from sqlalchemy import engine_from_config, pool
 
+from sqlmodel import SQLModel
+
 from app.core.config import DATABASE_URL
-from app.models.models import SQLModel 
-from app.models import Template, FormSubmission 
+from app.models import FormSubmission, Job, Template 
 
 config = context.config
 
diff --git a/alembic/versions/001_initial_schema.py b/alembic/versions/001_initial_schema.py
index 59faa787..12db15df 100644
--- a/alembic/versions/001_initial_schema.py
+++ b/alembic/versions/001_initial_schema.py
@@ -1,4 +1,4 @@
-"""Initial schema — Template and FormSubmission tables.
+"""Initial schema — Template, FormSubmission, and Job tables.
 
 Revision ID: 001
 Revises:
@@ -24,12 +24,7 @@ def upgrade() -> None:
         sa.Column("name", sqlmodel.sql.sqltypes.AutoString, nullable=False),
         sa.Column("fields", sa.JSON, nullable=False),
         sa.Column("pdf_path", sqlmodel.sql.sqltypes.AutoString, nullable=False),
-        sa.Column(
-            "created_at",
-            sa.DateTime,
-            nullable=False,
-            server_default=sa.text("now()"),
-        ),
+        sa.Column("created_at", sa.DateTime, nullable=False),
     )
 
     op.create_table(
@@ -38,15 +33,32 @@ def upgrade() -> None:
         sa.Column("template_id", sa.Integer, sa.ForeignKey("template.id"), nullable=False),
         sa.Column("input_text", sqlmodel.sql.sqltypes.AutoString, nullable=False),
         sa.Column("output_pdf_path", sqlmodel.sql.sqltypes.AutoString, nullable=False),
-        sa.Column(
-            "created_at",
-            sa.DateTime,
-            nullable=False,
-            server_default=sa.text("now()"),
-        ),
+        sa.Column("created_at", sa.DateTime, nullable=False),
     )
 
+    op.create_table(
+        "job",
+        sa.Column("id", sa.Integer, primary_key=True, autoincrement=True),
+        sa.Column("job_id", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("celery_task_id", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("job_type", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("template_id", sa.Integer, sa.ForeignKey("template.id"), nullable=True),
+        sa.Column("input_text", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("status", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("progress_percent", sa.Integer, nullable=False),
+        sa.Column("result_url", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("error", sa.JSON, nullable=True),
+        sa.Column("model", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("created_at", sa.DateTime, nullable=False),
+        sa.Column("updated_at", sa.DateTime, nullable=False),
+    )
+    op.create_index("ix_job_job_id", "job", ["job_id"], unique=True)
+    op.create_index("ix_job_celery_task_id", "job", ["celery_task_id"], unique=False)
+
 
 def downgrade() -> None:
+    op.drop_index("ix_job_celery_task_id", table_name="job")
+    op.drop_index("ix_job_job_id", table_name="job")
+    op.drop_table("job")
     op.drop_table("formsubmission")
     op.drop_table("template")
diff --git a/app/models/models.py b/app/models/models.py
index c4ddf0bd..fea977f1 100644
--- a/app/models/models.py
+++ b/app/models/models.py
@@ -8,7 +8,7 @@
 class Template(SQLModel, table=True):
     id: int | None = Field(default=None, primary_key=True)
     name: str
-    fields: dict = Field(sa_column=Column(JSON))
+    fields: dict = Field(sa_column=Column(JSON, nullable=False))
     pdf_path: str
     created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
 

From e76392163f1c94971bed528a1b2cc6d3bca83c4d Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Wed, 24 Jun 2026 00:02:13 +0530
Subject: [PATCH 53/85] updated teststo include job tables

---
 tests/test_migrations.py | 43 ++++++++++++++++++++++++++++++++++++++++
 1 file changed, 43 insertions(+)

diff --git a/tests/test_migrations.py b/tests/test_migrations.py
index 3e920322..87a6149c 100644
--- a/tests/test_migrations.py
+++ b/tests/test_migrations.py
@@ -35,6 +35,7 @@ def test_upgrade_head(alembic_cfg, alembic_engine):
     tables = inspector.get_table_names()
     assert "template" in tables
     assert "formsubmission" in tables
+    assert "job" in tables
     assert "alembic_version" in tables
 
 
@@ -46,6 +47,7 @@ def test_downgrade_base(alembic_cfg, alembic_engine):
     tables = inspector.get_table_names()
     assert "template" not in tables
     assert "formsubmission" not in tables
+    assert "job" not in tables
 
 
 def test_round_trip(alembic_cfg, alembic_engine):
@@ -83,3 +85,44 @@ def test_formsubmission_fk(alembic_cfg, alembic_engine):
     assert len(fks) == 1
     assert fks[0]["referred_table"] == "template"
     assert fks[0]["referred_columns"] == ["id"]
+
+
+def test_job_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("job")}
+    assert columns == {
+        "id",
+        "job_id",
+        "celery_task_id",
+        "job_type",
+        "template_id",
+        "input_text",
+        "status",
+        "progress_percent",
+        "result_url",
+        "error",
+        "model",
+        "created_at",
+        "updated_at",
+    }
+
+
+def test_job_indexes(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    indexes = {ix["name"]: ix for ix in inspector.get_indexes("job")}
+    assert indexes["ix_job_job_id"]["unique"]
+    assert not indexes["ix_job_celery_task_id"]["unique"]
+
+
+def test_job_fk(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    fks = inspector.get_foreign_keys("job")
+    assert len(fks) == 1
+    assert fks[0]["referred_table"] == "template"
+    assert fks[0]["referred_columns"] == ["id"]

From 638353688963ac4ae602e2d31099897fb7bd05e9 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Tue, 23 Jun 2026 19:36:34 -0700
Subject: [PATCH 54/85] feat: :bug: implement deletes, purges, apikey for
 security and updated readme.md

---
 README.md                   |  66 ++++++++-
 app/api/deps.py             |  18 ++-
 app/api/routes/forms.py     |  72 +++++++++-
 app/api/routes/templates.py |  47 ++++++-
 app/core/celery.py          |  12 +-
 app/core/config.py          |   8 +-
 app/db/repositories.py      |  15 +++
 app/tasks/purge.py          |  90 +++++++++++++
 tests/conftest.py           |   1 +
 tests/test_api.py           |  47 +++----
 tests/test_deletion.py      | 257 ++++++++++++++++++++++++++++++++++++
 tests/test_jobs.py          |  23 ++--
 tests/test_v1_system.py     |  32 ++---
 13 files changed, 624 insertions(+), 64 deletions(-)
 create mode 100644 app/tasks/purge.py
 create mode 100644 tests/test_deletion.py

diff --git a/README.md b/README.md
index 15a67a00..a07ea1f0 100644
--- a/README.md
+++ b/README.md
@@ -102,14 +102,74 @@ FireForm is designed from the ground up to ensure that all generated and collect
 
 ## 🔒 Privacy & Applicable Laws
 
-FireForm is built on a local-first architecture, ensuring that all processing (including AI extraction) occurs locally on the user's hardware. We do not collect, process, or share any Personally Identifiable Information (PII) with third parties. By keeping data completely offline, FireForm natively assists deploying organizations in complying with strict data protection laws such as **HIPAA**, **CCPA**, and **GDPR**. 
+FireForm is built on a **local-first architecture**: all processing (including AI extraction) occurs locally on the operator's hardware and nothing is transmitted to external servers by default. However, operators should be aware of the following:
 
-For complete details on our data handling, consent management procedures, and how the solution was designed to comply with HIPAA, CCPA, and GDPR, please review our public [Privacy Policy](https://fireform-core.github.io/FireForm/privacy.html).
+- **PII is processed locally.** Incident descriptions, names, dates, and other personally identifiable information are extracted by the local LLM, written into filled PDF files, and persisted in the local database (`FormSubmission` records). These files and records remain on disk until explicitly deleted.
+- **No external transmission.** Data does not leave the machine by default. Audio transcription (Whisper) and LLM inference (Ollama) are both local services.
+- **Operator responsibility.** Because PII is stored locally, the security of that data depends entirely on the operator's host system, filesystem permissions, backup practices, and access controls.
+
+For complete details on data handling and compliance guidance, please review our public [Privacy Policy](https://fireform-core.github.io/FireForm/privacy.html).
+
+## 🗑️ Data Deletion & Retention
+
+FireForm provides API endpoints and an automated purge mechanism to manage stored PII.
+
+### Deleting individual records
+
+```bash
+# Delete a single form submission (removes DB record + output PDF)
+curl -X DELETE http://localhost:8000/api/v1/forms/{submission_id} \
+  -H "X-API-Key: your-key"
+
+# Delete a template and all associated submissions
+curl -X DELETE http://localhost:8000/api/v1/templates/{template_id} \
+  -H "X-API-Key: your-key"
+```
+
+### Bulk purge
+
+```bash
+# Purge all submissions older than 30 days
+curl -X POST "http://localhost:8000/api/v1/forms/purge?days=30" \
+  -H "X-API-Key: your-key"
+```
+
+### Automated retention
+
+Set `RETENTION_PERIOD_DAYS` in `docker/.env.dev` (default: `30`). Celery Beat will automatically run a purge job every night at 03:00 UTC:
+
+```env
+RETENTION_PERIOD_DAYS=30
+```
+
+To enable the scheduler: `celery -A app.core.celery beat -l info`
+
+## 🔑 Access Control
+
+Deletion and purge endpoints can be protected by setting an API key:
+
+```env
+FIREFORM_API_KEY=your-strong-secret-key
+```
+
+When set, all `DELETE` and `POST /purge` requests must include one of:
+- **Header:** `X-API-Key: your-strong-secret-key`
+- **Bearer token:** `Authorization: Bearer your-strong-secret-key`
+
+Read-only endpoints (list, preview, fill) do **not** require authentication.
+
+## 🛡️ Operator Hardening Recommendations
+
+- **Filesystem permissions:** Restrict access to `data/inputs/` and `data/outputs/` to the application user only (`chmod 700`).
+- **Backups:** Encrypt any backups containing output PDFs.
+- **HTTPS:** Deploy behind a reverse proxy (e.g., nginx) with TLS enabled.
+- **API key rotation:** Rotate `FIREFORM_API_KEY` regularly and never commit it to version control.
+- **Retention policy:** Configure `RETENTION_PERIOD_DAYS` in line with applicable regulations (HIPAA, GDPR, CCPA).
 
 ## 🛡️ Do No Harm by Design
 
 FireForm is built to anticipate and prevent harm:
-- **Data Privacy & Security (9A):** We handle sensitive incident data entirely offline. By never transmitting data to the cloud, we natively prevent online data breaches of PII.
+- **Data Privacy & Security (9A):** We handle sensitive incident data entirely offline. By never transmitting data to the cloud, we natively prevent online data breaches of PII. Operators are responsible for securing local storage; see the Operator Hardening Recommendations above.
 - **Inappropriate Content (9B):** The application is an internal productivity tool without public social interactions or user-generated content hosting, completely mitigating the risks of public harassment or illegal content distribution.
 - **Protection from Harassment (9C):** For our open-source contributor community, we strictly enforce our [Code of Conduct](CODE_OF_CONDUCT.md) to ensure a safe, harassment-free environment for all contributors.
 
diff --git a/app/api/deps.py b/app/api/deps.py
index 4aa9614b..36ec257c 100644
--- a/app/api/deps.py
+++ b/app/api/deps.py
@@ -1,4 +1,20 @@
 from app.db.database import get_session
+from fastapi import Header, Request
+from app.core.config import FIREFORM_API_KEY
+from app.core.errors.base import AppError
 
 def get_db():
-    yield from get_session()
\ No newline at end of file
+    yield from get_session()
+
+def verify_api_key(request: Request, x_api_key: str | None = Header(None)):
+    if not FIREFORM_API_KEY:
+        return
+    
+    provided_key = x_api_key
+    if not provided_key:
+        auth_header = request.headers.get("Authorization")
+        if auth_header and auth_header.startswith("Bearer "):
+            provided_key = auth_header[len("Bearer "):]
+            
+    if not provided_key or provided_key != FIREFORM_API_KEY:
+        raise AppError("Unauthorized", status_code=401, error_code="UNAUTHORIZED")
\ No newline at end of file
diff --git a/app/api/routes/forms.py b/app/api/routes/forms.py
index 9ecb46c8..87e4a165 100644
--- a/app/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -1,20 +1,40 @@
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
 import requests
-from fastapi import APIRouter, Depends, File, UploadFile
-from sqlmodel import Session
+from fastapi import APIRouter, Depends, File, UploadFile, Query
+from sqlmodel import Session, select
 
-from app.api.deps import get_db
+from app.api.deps import get_db, verify_api_key
 from app.api.schemas.forms import (
     FormFill,
     FormFillResponse,
     ModelsResponse,
     TranscriptionResponse,
 )
-from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, WHISPER_HOST
+from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, WHISPER_HOST, BASE_DIR, RETENTION_PERIOD_DAYS
 from app.core.errors.base import AppError
-from app.db.repositories import create_form, get_template
+from app.db.repositories import create_form, get_template, get_form_submission, delete_form_submission
 from app.models import FormSubmission
 from app.services.controller import Controller
 
+PROJECT_ROOT = BASE_DIR
+
+def _resolve_project_file(file_path: str) -> Path:
+    raw_path = (file_path or "").strip()
+    if not raw_path:
+        raise AppError("Path is required", status_code=400)
+
+    candidate = Path(raw_path)
+    if not candidate.is_absolute():
+        candidate = (PROJECT_ROOT / candidate).resolve()
+    else:
+        candidate = candidate.resolve()
+
+    if candidate != PROJECT_ROOT and PROJECT_ROOT not in candidate.parents:
+        raise AppError("Path must be inside the project", status_code=400)
+
+    return candidate
+
 router = APIRouter(prefix="/forms", tags=["forms"])
 
 
@@ -104,3 +124,45 @@ def transcribe(audio: UploadFile = File(...)):
         text = response.text.strip()
 
     return TranscriptionResponse(text=text)
+
+
+@router.delete("/{submission_id}", dependencies=[Depends(verify_api_key)])
+def delete_submission_endpoint(submission_id: int, db: Session = Depends(get_db)):
+    sub = get_form_submission(db, submission_id)
+    if not sub:
+        raise AppError("Submission not found", status_code=404, error_code="SUBMISSION_NOT_FOUND")
+
+    if sub.output_pdf_path:
+        try:
+            resolved_out = _resolve_project_file(sub.output_pdf_path)
+            if resolved_out.exists() and resolved_out.is_file():
+                resolved_out.unlink()
+        except Exception:
+            pass
+
+    delete_form_submission(db, sub)
+    return {"status": "success", "message": "Submission and associated output file deleted"}
+
+
+@router.post("/purge", dependencies=[Depends(verify_api_key)])
+def purge_submissions_endpoint(days: int = Query(default=None), db: Session = Depends(get_db)):
+    retention_days = days if days is not None else RETENTION_PERIOD_DAYS
+    cutoff_date = datetime.now(timezone.utc) - timedelta(days=retention_days)
+
+    statement = select(FormSubmission).where(FormSubmission.created_at < cutoff_date)
+    submissions = list(db.exec(statement))
+
+    purged_count = 0
+    for sub in submissions:
+        if sub.output_pdf_path:
+            try:
+                resolved_out = _resolve_project_file(sub.output_pdf_path)
+                if resolved_out.exists() and resolved_out.is_file():
+                    resolved_out.unlink()
+            except Exception:
+                pass
+        delete_form_submission(db, sub)
+        purged_count += 1
+
+    return {"status": "success", "purged_count": purged_count, "retention_days_used": retention_days}
+
diff --git a/app/api/routes/templates.py b/app/api/routes/templates.py
index cc98370d..ee7189aa 100644
--- a/app/api/routes/templates.py
+++ b/app/api/routes/templates.py
@@ -6,7 +6,7 @@
 from fastapi.responses import FileResponse
 from sqlmodel import Session
 
-from app.api.deps import get_db
+from app.api.deps import get_db, verify_api_key
 from app.api.schemas.templates import (
     TemplateCreate,
     TemplateResponse,
@@ -15,9 +15,10 @@
     MakeFillableResponse,
 )
 from app.core.config import BASE_DIR, DEFAULT_TEMPLATE_DIR
-from app.db.repositories import create_template, list_templates
-from app.models import Template
+from app.db.repositories import create_template, list_templates, get_template, delete_template
+from app.models import Template, FormSubmission, Job
 from app.services.controller import Controller
+from sqlmodel import select
 
 router = APIRouter(prefix="/templates", tags=["templates"])
 PROJECT_ROOT = BASE_DIR
@@ -197,3 +198,43 @@ def make_fillable(req: MakeFillableRequest):
         pdf_path=relative_path,
         field_count=_count_pdf_widgets(relative_path),
     )
+
+
+@router.delete("/{template_id}", dependencies=[Depends(verify_api_key)])
+def delete_template_endpoint(template_id: int, db: Session = Depends(get_db)):
+    template = get_template(db, template_id)
+    if not template:
+        raise HTTPException(status_code=404, detail="Template not found")
+
+    # 1. Clean up associated submissions and their generated PDFs
+    sub_stmt = select(FormSubmission).where(FormSubmission.template_id == template_id)
+    submissions = list(db.exec(sub_stmt))
+    for sub in submissions:
+        if sub.output_pdf_path:
+            try:
+                resolved_out = _resolve_project_file(sub.output_pdf_path)
+                if resolved_out.exists() and resolved_out.is_file():
+                    resolved_out.unlink()
+            except Exception:
+                pass
+        db.delete(sub)
+
+    # 2. Clean up associated jobs
+    job_stmt = select(Job).where(Job.template_id == template_id)
+    jobs = list(db.exec(job_stmt))
+    for job in jobs:
+        db.delete(job)
+
+    # 3. Delete template PDF file
+    if template.pdf_path:
+        try:
+            resolved_pdf = _resolve_project_file(template.pdf_path)
+            if resolved_pdf.exists() and resolved_pdf.is_file():
+                resolved_pdf.unlink()
+        except Exception:
+            pass
+
+    # 4. Delete the template itself
+    delete_template(db, template)
+    return {"status": "success", "message": "Template and all associated data deleted"}
+
diff --git a/app/core/celery.py b/app/core/celery.py
index 4efe5dbc..f7637025 100644
--- a/app/core/celery.py
+++ b/app/core/celery.py
@@ -16,4 +16,14 @@
     result_expires=86400,
 )
 
-celery_app.conf.include = ["app.tasks.fill"]
+celery_app.conf.include = ["app.tasks.fill", "app.tasks.purge"]
+
+# Optional Celery Beat schedule — runs purge_old_submissions once a day.
+# Enable by running: celery -A app.core.celery beat
+from celery.schedules import crontab  # noqa: E402
+celery_app.conf.beat_schedule = {
+    "daily-submission-purge": {
+        "task": "purge_old_submissions",
+        "schedule": crontab(hour=3, minute=0),  # 03:00 UTC daily
+    },
+}
diff --git a/app/core/config.py b/app/core/config.py
index 391c082f..38db4813 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -55,4 +55,10 @@
 RETRY_AFTER_SECONDS = 30
 
 # --- API Versioning -------------------------------------------------------
-API_PREFIX = "/api/v1"
\ No newline at end of file
+API_PREFIX = "/api/v1"
+
+# --- Security & Access Control ---------------------------------------------
+FIREFORM_API_KEY = os.getenv("FIREFORM_API_KEY", "")
+
+# --- Data Retention --------------------------------------------------------
+RETENTION_PERIOD_DAYS = int(os.getenv("RETENTION_PERIOD_DAYS", "30"))
\ No newline at end of file
diff --git a/app/db/repositories.py b/app/db/repositories.py
index 8b6a2c4f..d7445ff6 100644
--- a/app/db/repositories.py
+++ b/app/db/repositories.py
@@ -51,3 +51,18 @@ def update_job(session: Session, job: Job) -> Job:
     session.commit()
     session.refresh(job)
     return job
+
+
+def delete_template(session: Session, template: Template) -> None:
+    session.delete(template)
+    session.commit()
+
+
+def get_form_submission(session: Session, submission_id: int) -> FormSubmission | None:
+    return session.get(FormSubmission, submission_id)
+
+
+def delete_form_submission(session: Session, submission: FormSubmission) -> None:
+    session.delete(submission)
+    session.commit()
+
diff --git a/app/tasks/purge.py b/app/tasks/purge.py
new file mode 100644
index 00000000..83256751
--- /dev/null
+++ b/app/tasks/purge.py
@@ -0,0 +1,90 @@
+"""Celery beat task: purge form submissions older than RETENTION_PERIOD_DAYS.
+
+Runs automatically if Celery Beat is configured. Can also be triggered manually
+via the API endpoint POST /api/v1/forms/purge.
+"""
+
+import logging
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+
+from app.core.celery import celery_app
+from app.core.config import BASE_DIR, RETENTION_PERIOD_DAYS
+from app.db.database import get_session
+from app.db.repositories import delete_form_submission
+from app.models import FormSubmission
+from sqlmodel import select
+
+logger = logging.getLogger(__name__)
+
+PROJECT_ROOT = BASE_DIR
+
+
+def _safe_delete_file(file_path: str) -> bool:
+    """Delete a project-relative or absolute file safely. Returns True if deleted."""
+    try:
+        candidate = Path(file_path)
+        if not candidate.is_absolute():
+            candidate = (PROJECT_ROOT / candidate).resolve()
+        else:
+            candidate = candidate.resolve()
+
+        # Safety: must stay inside project root
+        if candidate != PROJECT_ROOT and PROJECT_ROOT not in candidate.parents:
+            logger.warning("Skipping file outside project root: %s", candidate)
+            return False
+
+        if candidate.exists() and candidate.is_file():
+            candidate.unlink()
+            return True
+    except Exception as exc:
+        logger.error("Failed to delete file %s: %s", file_path, exc)
+    return False
+
+
+@celery_app.task(name="purge_old_submissions")
+def purge_old_submissions(retention_days: int | None = None) -> dict:
+    """Delete form submissions (and associated output PDFs) older than retention_days.
+
+    Args:
+        retention_days: Number of days to retain data. Defaults to the
+            RETENTION_PERIOD_DAYS environment variable (default: 30).
+
+    Returns:
+        dict with purged_count and retention_days_used.
+    """
+    days = retention_days if retention_days is not None else RETENTION_PERIOD_DAYS
+    cutoff = datetime.now(timezone.utc) - timedelta(days=days)
+    logger.info("Purging submissions older than %s days (cutoff: %s)", days, cutoff)
+
+    session = next(get_session())
+    purged_count = 0
+    files_deleted = 0
+
+    try:
+        statement = select(FormSubmission).where(FormSubmission.created_at < cutoff)
+        submissions = list(session.exec(statement))
+
+        for sub in submissions:
+            if sub.output_pdf_path:
+                if _safe_delete_file(sub.output_pdf_path):
+                    files_deleted += 1
+            delete_form_submission(session, sub)
+            purged_count += 1
+
+        logger.info(
+            "Purge complete: removed %d submissions and %d output files",
+            purged_count,
+            files_deleted,
+        )
+        return {
+            "purged_count": purged_count,
+            "files_deleted": files_deleted,
+            "retention_days_used": days,
+        }
+
+    except Exception as exc:
+        logger.exception("purge_old_submissions task failed: %s", exc)
+        raise
+    finally:
+        session.close()
diff --git a/tests/conftest.py b/tests/conftest.py
index 2699127a..8c25516c 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -14,6 +14,7 @@
 
 from app.main import app
 from app.api.deps import get_db
+from app.core.config import API_PREFIX  # single source of truth for all tests
 from app.models import Template, FormSubmission, Job  # noqa: F401 — registers tables
 
 # ---------------------------------------------------------------------------
diff --git a/tests/test_api.py b/tests/test_api.py
index c5c1bf0b..32104ae7 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -7,6 +7,7 @@
 from sqlmodel import select
 
 from app.models import Template, FormSubmission
+from app.core.config import API_PREFIX
 
 
 # ═══════════════════════════════════════════════════════════════════════════
@@ -83,7 +84,7 @@ def test_list_templates_ordering(self, db):
 class TestTemplateEndpoints:
 
     def test_list_templates_empty(self, client):
-        resp = client.get("/templates")
+        resp = client.get(f"{API_PREFIX}/templates")
         assert resp.status_code == 200
         assert resp.json() == []
 
@@ -97,7 +98,7 @@ def test_create_template(self, client, mock_controller):
                 "Location": "string",
             },
         }
-        resp = client.post("/templates/create", json=payload)
+        resp = client.post(f"{API_PREFIX}/templates/create", json=payload)
         assert resp.status_code == 200
 
         data = resp.json()
@@ -110,12 +111,12 @@ def test_create_template(self, client, mock_controller):
 
     def test_create_then_list(self, client, mock_controller):
         """Creating a template should make it appear in the list."""
-        client.post("/templates/create", json={
+        client.post(f"{API_PREFIX}/templates/create", json={
             "name": "T1",
             "pdf_path": "a.pdf",
             "fields": {"f": "string"},
         })
-        resp = client.get("/templates")
+        resp = client.get(f"{API_PREFIX}/templates")
         assert resp.status_code == 200
         assert len(resp.json()) == 1
         assert resp.json()[0]["name"] == "T1"
@@ -129,7 +130,7 @@ def test_upload_pdf(self, client, pdf_upload, tmp_path, monkeypatch):
             tmp_path,
         )
         resp = client.post(
-            "/templates/upload",
+            f"{API_PREFIX}/templates/upload",
             files=[pdf_upload],
             data={"directory": str(tmp_path)},
         )
@@ -141,19 +142,19 @@ def test_upload_pdf(self, client, pdf_upload, tmp_path, monkeypatch):
     def test_upload_non_pdf_rejected(self, client):
         import io
         bad_file = ("file", ("notes.txt", io.BytesIO(b"hello"), "text/plain"))
-        resp = client.post("/templates/upload", files=[bad_file])
+        resp = client.post(f"{API_PREFIX}/templates/upload", files=[bad_file])
         assert resp.status_code == 400
         assert "PDF" in resp.json()["detail"]
 
     def test_preview_missing_file(self, client):
-        resp = client.get("/templates/preview", params={"path": "src/inputs/nonexistent.pdf"})
+        resp = client.get(f"{API_PREFIX}/templates/preview", params={"path": "src/inputs/nonexistent.pdf"})
         assert resp.status_code == 404
 
     def test_directory_traversal_blocked(self, client):
         import io
         pdf = ("file", ("evil.pdf", io.BytesIO(b"%PDF-1.4"), "application/pdf"))
         resp = client.post(
-            "/templates/upload",
+            f"{API_PREFIX}/templates/upload",
             files=[pdf],
             data={"directory": "/etc"},
         )
@@ -169,7 +170,7 @@ class TestFormEndpoints:
 
     def _seed_template(self, client, mock_controller):
         """Helper: create a template and return its ID."""
-        resp = client.post("/templates/create", json={
+        resp = client.post(f"{API_PREFIX}/templates/create", json={
             "name": "Employee Form",
             "pdf_path": "src/inputs/employee.pdf",
             "fields": {
@@ -182,7 +183,7 @@ def _seed_template(self, client, mock_controller):
     def test_fill_form_success(self, client, mock_controller):
         tpl_id = self._seed_template(client, mock_controller)
 
-        resp = client.post("/forms/fill", json={
+        resp = client.post(f"{API_PREFIX}/forms/fill", json={
             "template_id": tpl_id,
             "input_text": "The employee is John Doe, email jdoe@ucsc.edu",
         })
@@ -195,7 +196,7 @@ def test_fill_form_success(self, client, mock_controller):
         mock_controller["form_ctrl"].fill_form.assert_called_once()
 
     def test_fill_form_missing_template(self, client, mock_controller):
-        resp = client.post("/forms/fill", json={
+        resp = client.post(f"{API_PREFIX}/forms/fill", json={
             "template_id": 9999,
             "input_text": "some text",
         })
@@ -205,7 +206,7 @@ def test_fill_form_template_file_not_found(self, client, mock_controller):
         tpl_id = self._seed_template(client, mock_controller)
         mock_controller["form_ctrl"].fill_form.side_effect = FileNotFoundError("PDF template not found")
 
-        resp = client.post("/forms/fill", json={
+        resp = client.post(f"{API_PREFIX}/forms/fill", json={
             "template_id": tpl_id,
             "input_text": "some text",
         })
@@ -215,7 +216,7 @@ def test_fill_form_template_file_not_found(self, client, mock_controller):
 
     def test_fill_form_validates_body(self, client):
         """Missing required fields → 422 with contract envelope."""
-        resp = client.post("/forms/fill", json={})
+        resp = client.post(f"{API_PREFIX}/forms/fill", json={})
         assert resp.status_code == 422
         body = resp.json()
         assert body["error_code"] == "VALIDATION_ERROR"
@@ -243,7 +244,7 @@ def fake_post(url, params=None, files=None, timeout=None):
         monkeypatch.setattr("app.api.routes.forms.requests.post", fake_post)
 
         audio = ("audio", ("recording.wav", io.BytesIO(b"RIFFfake"), "audio/wav"))
-        resp = client.post("/forms/transcribe", files=[audio])
+        resp = client.post(f"{API_PREFIX}/forms/transcribe", files=[audio])
 
         assert resp.status_code == 200
         assert resp.json()["text"] == "structure fire on main street"
@@ -252,7 +253,7 @@ def fake_post(url, params=None, files=None, timeout=None):
         assert captured["params"]["output"] == "json"
 
     def test_list_models(self, client, monkeypatch):
-        """/forms/models lists Ollama models and always includes the default."""
+        ""f"{API_PREFIX}/forms/models lists Ollama models and always includes the default."""
         from unittest.mock import MagicMock
 
         fake_response = MagicMock()
@@ -261,7 +262,7 @@ def test_list_models(self, client, monkeypatch):
         monkeypatch.setattr("app.api.routes.forms.requests.get", lambda *a, **k: fake_response)
         monkeypatch.setenv("OLLAMA_MODEL", "qwen2.5:1.5b")
 
-        resp = client.get("/forms/models")
+        resp = client.get(f"{API_PREFIX}/forms/models")
         assert resp.status_code == 200
         body = resp.json()
         assert body["default"] == "qwen2.5:1.5b"
@@ -278,14 +279,14 @@ def boom(*a, **k):
         monkeypatch.setattr("app.api.routes.forms.requests.get", boom)
         monkeypatch.setenv("OLLAMA_MODEL", "qwen2.5:1.5b")
 
-        resp = client.get("/forms/models")
+        resp = client.get(f"{API_PREFIX}/forms/models")
         assert resp.status_code == 200
         assert resp.json()["models"] == ["qwen2.5:1.5b"]
 
     def test_fill_form_passes_model_override(self, client, mock_controller):
         """A `model` in the request reaches Controller.fill_form but isn't persisted."""
         tpl_id = self._seed_template(client, mock_controller)
-        resp = client.post("/forms/fill", json={
+        resp = client.post(f"{API_PREFIX}/forms/fill", json={
             "template_id": tpl_id,
             "input_text": "John Doe",
             "model": "qwen2.5:3b",
@@ -305,7 +306,7 @@ def fake_post(*args, **kwargs):
         monkeypatch.setattr("app.api.routes.forms.requests.post", fake_post)
 
         audio = ("audio", ("recording.wav", io.BytesIO(b"data"), "audio/wav"))
-        resp = client.post("/forms/transcribe", files=[audio])
+        resp = client.post(f"{API_PREFIX}/forms/transcribe", files=[audio])
         assert resp.status_code == 503
 
 
@@ -323,7 +324,7 @@ def test_full_flow(self, client, mock_controller, pdf_upload, tmp_path, monkeypa
         # -- Step 1: Upload a PDF --
         monkeypatch.setattr("app.api.routes.templates.PROJECT_ROOT", tmp_path)
         upload_resp = client.post(
-            "/templates/upload",
+            f"{API_PREFIX}/templates/upload",
             files=[pdf_upload],
             data={"directory": str(tmp_path)},
         )
@@ -332,7 +333,7 @@ def test_full_flow(self, client, mock_controller, pdf_upload, tmp_path, monkeypa
         assert uploaded_path.endswith(".pdf")
 
         # -- Step 2: Create a template from the uploaded PDF --
-        create_resp = client.post("/templates/create", json={
+        create_resp = client.post(f"{API_PREFIX}/templates/create", json={
             "name": "Incident Report",
             "pdf_path": uploaded_path,
             "fields": {
@@ -348,13 +349,13 @@ def test_full_flow(self, client, mock_controller, pdf_upload, tmp_path, monkeypa
         assert template_id is not None
 
         # -- Step 3: Verify template appears in list --
-        list_resp = client.get("/templates")
+        list_resp = client.get(f"{API_PREFIX}/templates")
         assert list_resp.status_code == 200
         templates = list_resp.json()
         assert any(t["id"] == template_id for t in templates)
 
         # -- Step 4: Fill the form --
-        fill_resp = client.post("/forms/fill", json={
+        fill_resp = client.post(f"{API_PREFIX}/forms/fill", json={
             "template_id": template_id,
             "input_text": (
                 "Officer Jane Smith, badge 4521. On January 15 2025 at "
diff --git a/tests/test_deletion.py b/tests/test_deletion.py
new file mode 100644
index 00000000..5c39e431
--- /dev/null
+++ b/tests/test_deletion.py
@@ -0,0 +1,257 @@
+"""Tests for DELETE /api/v1/templates/{id}, DELETE /api/v1/forms/{id},
+POST /api/v1/forms/purge, and API-key access control.
+"""
+
+import io
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+from unittest.mock import patch
+
+import pytest
+
+from app.models import FormSubmission, Template
+from app.core.config import API_PREFIX
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+def _seed_template(client, name="T1", pdf_path="src/inputs/t.pdf"):
+    resp = client.post(f"{API_PREFIX}/templates/create", json={
+        "name": name,
+        "pdf_path": pdf_path,
+        "fields": {"name": "string"},
+    })
+    assert resp.status_code == 200, resp.json()
+    return resp.json()["id"]
+
+
+def _seed_submission(db, template_id, output_pdf_path="src/outputs/out.pdf"):
+    sub = FormSubmission(
+        template_id=template_id,
+        input_text="John Doe, firefighter",
+        output_pdf_path=output_pdf_path,
+    )
+    db.add(sub)
+    db.commit()
+    db.refresh(sub)
+    return sub.id
+
+
+# ===========================================================================
+# DELETE /api/v1/templates/{template_id}
+# ===========================================================================
+
+class TestDeleteTemplate:
+
+    def test_delete_template_no_key_required_when_unconfigured(self, client):
+        """No API key needed when FIREFORM_API_KEY is empty (default)."""
+        tpl_id = _seed_template(client)
+        resp = client.delete(f"{API_PREFIX}/templates/{tpl_id}")
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["status"] == "success"
+
+    def test_delete_template_removes_from_db(self, client, db):
+        tpl_id = _seed_template(client)
+        client.delete(f"{API_PREFIX}/templates/{tpl_id}")
+        assert db.get(Template, tpl_id) is None
+
+    def test_delete_template_not_found(self, client):
+        resp = client.delete(f"{API_PREFIX}/templates/99999")
+        assert resp.status_code == 404
+
+    def test_delete_template_cascades_submissions(self, client, db):
+        tpl_id = _seed_template(client)
+        sub_id = _seed_submission(db, tpl_id)
+
+        client.delete(f"{API_PREFIX}/templates/{tpl_id}")
+
+        assert db.get(FormSubmission, sub_id) is None
+        assert db.get(Template, tpl_id) is None
+
+    def test_delete_template_deletes_pdf_file(self, client, tmp_path, monkeypatch):
+        """Verify the template PDF file is removed from disk on delete."""
+        monkeypatch.setattr("app.api.routes.templates.PROJECT_ROOT", tmp_path)
+        pdf_file = tmp_path / "myform.pdf"
+        pdf_file.write_bytes(b"%PDF-1.4 fake")
+
+        relative_path = "myform.pdf"
+        tpl_id = _seed_template(client, pdf_path=relative_path)
+
+        client.delete(f"{API_PREFIX}/templates/{tpl_id}")
+        assert not pdf_file.exists()
+
+    def test_delete_template_deletes_submission_output_pdfs(self, client, db, tmp_path, monkeypatch):
+        """Output PDFs of related submissions should be wiped on template deletion."""
+        monkeypatch.setattr("app.api.routes.templates.PROJECT_ROOT", tmp_path)
+
+        out_pdf = tmp_path / "filled.pdf"
+        out_pdf.write_bytes(b"%PDF-1.4 filled")
+
+        tpl_id = _seed_template(client, pdf_path="tpl.pdf")
+        sub_id = _seed_submission(db, tpl_id, output_pdf_path="filled.pdf")
+
+        client.delete(f"{API_PREFIX}/templates/{tpl_id}")
+        assert not out_pdf.exists()
+
+
+# ===========================================================================
+# DELETE /api/v1/forms/{submission_id}
+# ===========================================================================
+
+class TestDeleteSubmission:
+
+    def test_delete_submission_no_key_when_unconfigured(self, client, db):
+        tpl_id = _seed_template(client)
+        sub_id = _seed_submission(db, tpl_id)
+        resp = client.delete(f"{API_PREFIX}/forms/{sub_id}")
+        assert resp.status_code == 200
+        assert resp.json()["status"] == "success"
+
+    def test_delete_submission_removes_from_db(self, client, db):
+        tpl_id = _seed_template(client)
+        sub_id = _seed_submission(db, tpl_id)
+        client.delete(f"{API_PREFIX}/forms/{sub_id}")
+        assert db.get(FormSubmission, sub_id) is None
+
+    def test_delete_submission_not_found(self, client):
+        resp = client.delete(f"{API_PREFIX}/forms/99999")
+        assert resp.status_code == 404
+
+    def test_delete_submission_removes_output_pdf(self, client, db, tmp_path, monkeypatch):
+        monkeypatch.setattr("app.api.routes.forms.PROJECT_ROOT", tmp_path)
+        out_pdf = tmp_path / "filled_out.pdf"
+        out_pdf.write_bytes(b"%PDF-1.4")
+
+        tpl_id = _seed_template(client)
+        sub_id = _seed_submission(db, tpl_id, output_pdf_path="filled_out.pdf")
+
+        client.delete(f"{API_PREFIX}/forms/{sub_id}")
+        assert not out_pdf.exists()
+
+
+# ===========================================================================
+# POST /api/v1/forms/purge
+# ===========================================================================
+
+class TestPurgeSubmissions:
+
+    def _seed_old_submission(self, db, tpl_id, days_old=40):
+        old_ts = datetime.now(timezone.utc) - timedelta(days=days_old)
+        sub = FormSubmission(
+            template_id=tpl_id,
+            input_text="old data",
+            output_pdf_path="src/outputs/old.pdf",
+            created_at=old_ts,
+        )
+        db.add(sub)
+        db.commit()
+        db.refresh(sub)
+        return sub.id
+
+    def test_purge_removes_old_submissions(self, client, db):
+        tpl_id = _seed_template(client)
+        old_id = self._seed_old_submission(db, tpl_id, days_old=40)
+        new_id = _seed_submission(db, tpl_id)  # recent
+
+        resp = client.post(f"{API_PREFIX}/forms/purge?days=30")
+        assert resp.status_code == 200
+        assert resp.json()["purged_count"] == 1
+
+        assert db.get(FormSubmission, old_id) is None
+        assert db.get(FormSubmission, new_id) is not None
+
+    def test_purge_nothing_to_remove(self, client, db):
+        tpl_id = _seed_template(client)
+        _seed_submission(db, tpl_id)  # recent
+        resp = client.post(f"{API_PREFIX}/forms/purge?days=30")
+        assert resp.status_code == 200
+        assert resp.json()["purged_count"] == 0
+
+    def test_purge_removes_output_pdf_file(self, client, db, tmp_path, monkeypatch):
+        monkeypatch.setattr("app.api.routes.forms.PROJECT_ROOT", tmp_path)
+        out_pdf = tmp_path / "old_filled.pdf"
+        out_pdf.write_bytes(b"%PDF-1.4")
+
+        tpl_id = _seed_template(client)
+        old_ts = datetime.now(timezone.utc) - timedelta(days=50)
+        sub = FormSubmission(
+            template_id=tpl_id,
+            input_text="old",
+            output_pdf_path="old_filled.pdf",
+            created_at=old_ts,
+        )
+        db.add(sub)
+        db.commit()
+
+        resp = client.post(f"{API_PREFIX}/forms/purge?days=30")
+        assert resp.status_code == 200
+        assert not out_pdf.exists()
+
+
+# ===========================================================================
+# API-Key Access Control
+# ===========================================================================
+
+class TestApiKeyAccessControl:
+
+    @pytest.fixture(autouse=True)
+    def _set_api_key(self, monkeypatch):
+        monkeypatch.setattr("app.api.deps.FIREFORM_API_KEY", "secret-test-key")
+
+    def test_delete_template_requires_key_when_set(self, client):
+        tpl_id = _seed_template(client)
+        resp = client.delete(f"{API_PREFIX}/templates/{tpl_id}")
+        assert resp.status_code == 401
+
+    def test_delete_template_with_valid_x_api_key(self, client):
+        tpl_id = _seed_template(client)
+        resp = client.delete(
+            f"{API_PREFIX}/templates/{tpl_id}",
+            headers={"X-API-Key": "secret-test-key"},
+        )
+        assert resp.status_code == 200
+
+    def test_delete_template_with_bearer_token(self, client):
+        tpl_id = _seed_template(client)
+        resp = client.delete(
+            f"{API_PREFIX}/templates/{tpl_id}",
+            headers={"Authorization": "Bearer secret-test-key"},
+        )
+        assert resp.status_code == 200
+
+    def test_delete_template_wrong_key_rejected(self, client):
+        tpl_id = _seed_template(client)
+        resp = client.delete(
+            f"{API_PREFIX}/templates/{tpl_id}",
+            headers={"X-API-Key": "wrong-key"},
+        )
+        assert resp.status_code == 401
+
+    def test_delete_submission_requires_key_when_set(self, client, db):
+        tpl_id = _seed_template(client)
+        sub_id = _seed_submission(db, tpl_id)
+        resp = client.delete(f"{API_PREFIX}/forms/{sub_id}")
+        assert resp.status_code == 401
+
+    def test_delete_submission_with_valid_key(self, client, db):
+        tpl_id = _seed_template(client)
+        sub_id = _seed_submission(db, tpl_id)
+        resp = client.delete(
+            f"{API_PREFIX}/forms/{sub_id}",
+            headers={"X-API-Key": "secret-test-key"},
+        )
+        assert resp.status_code == 200
+
+    def test_purge_requires_key_when_set(self, client):
+        resp = client.post(f"{API_PREFIX}/forms/purge?days=30")
+        assert resp.status_code == 401
+
+    def test_purge_with_valid_key(self, client, db):
+        tpl_id = _seed_template(client)
+        resp = client.post(
+            f"{API_PREFIX}/forms/purge?days=30",
+            headers={"X-API-Key": "secret-test-key"},
+        )
+        assert resp.status_code == 200
diff --git a/tests/test_jobs.py b/tests/test_jobs.py
index 0355a7c9..c79e4a42 100644
--- a/tests/test_jobs.py
+++ b/tests/test_jobs.py
@@ -1,12 +1,13 @@
 """Tests for async job submission and status endpoints."""
 
 from unittest.mock import patch, MagicMock
+from app.core.config import API_PREFIX
 
 
 class TestJobEndpoints:
 
     def _seed_template(self, client):
-        resp = client.post("/templates/create", json={
+        resp = client.post(f"{API_PREFIX}/templates/create", json={
             "name": "Test Template",
             "pdf_path": "test.pdf",
             "fields": {"name": "string"},
@@ -20,7 +21,7 @@ def test_submit_async_single(self, mock_task, client):
         mock_task.delay.return_value = mock_result
 
         tpl_id = self._seed_template(client)
-        resp = client.post("/forms/jobs", json={
+        resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [tpl_id],
             "input_text": "John Doe firefighter",
         })
@@ -29,7 +30,7 @@ def test_submit_async_single(self, mock_task, client):
         assert len(data["jobs"]) == 1
         assert data["jobs"][0]["status"] == "queued"
         assert "job_id" in data["jobs"][0]
-        assert data["jobs"][0]["poll_url"].startswith("/api/v1/jobs/")
+        assert data["jobs"][0]["poll_url"].startswith(f"{API_PREFIX}/jobs/")
         mock_task.delay.assert_called_once_with(tpl_id, "John Doe firefighter", None)
 
     @patch("app.api.routes.jobs.fill_form_task")
@@ -41,7 +42,7 @@ def test_submit_async_batch(self, mock_task, client):
 
         t1 = self._seed_template(client)
         t2 = self._seed_template(client)
-        resp = client.post("/forms/jobs", json={
+        resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [t1, t2],
             "input_text": "batch input",
         })
@@ -53,7 +54,7 @@ def test_submit_async_batch(self, mock_task, client):
 
     @patch("app.api.routes.jobs.fill_form_task")
     def test_submit_async_missing_template(self, mock_task, client):
-        resp = client.post("/forms/jobs", json={
+        resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [9999],
             "input_text": "some text",
         })
@@ -65,13 +66,13 @@ def test_get_job_status(self, mock_task, client):
         mock_task.delay.return_value = MagicMock(id="celery-abc")
 
         tpl_id = self._seed_template(client)
-        submit_resp = client.post("/forms/jobs", json={
+        submit_resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [tpl_id],
             "input_text": "test input",
         })
         job_id = submit_resp.json()["jobs"][0]["job_id"]
 
-        resp = client.get(f"/jobs/{job_id}")
+        resp = client.get(f"{API_PREFIX}/jobs/{job_id}")
         assert resp.status_code == 200
         data = resp.json()
         assert data["job_id"] == job_id
@@ -80,7 +81,7 @@ def test_get_job_status(self, mock_task, client):
         assert data["progress_percent"] == 0
 
     def test_get_job_not_found(self, client):
-        resp = client.get("/jobs/00000000-0000-0000-0000-000000000000")
+        resp = client.get(f"{API_PREFIX}/jobs/00000000-0000-0000-0000-000000000000")
         assert resp.status_code == 404
 
     @patch("app.api.routes.jobs.fill_form_task")
@@ -88,7 +89,7 @@ def test_submit_with_model_override(self, mock_task, client):
         mock_task.delay.return_value = MagicMock(id="celery-xyz")
 
         tpl_id = self._seed_template(client)
-        resp = client.post("/forms/jobs", json={
+        resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [tpl_id],
             "input_text": "test",
             "model": "mistral:latest",
@@ -97,14 +98,14 @@ def test_submit_with_model_override(self, mock_task, client):
         mock_task.delay.assert_called_once_with(tpl_id, "test", "mistral:latest")
 
     def test_submit_empty_template_ids(self, client):
-        resp = client.post("/forms/jobs", json={
+        resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [],
             "input_text": "test",
         })
         assert resp.status_code == 422
 
     def test_submit_empty_input_text(self, client):
-        resp = client.post("/forms/jobs", json={
+        resp = client.post(f"{API_PREFIX}/forms/jobs", json={
             "template_ids": [1],
             "input_text": "",
         })
diff --git a/tests/test_v1_system.py b/tests/test_v1_system.py
index a9903be3..b7b8dfcb 100644
--- a/tests/test_v1_system.py
+++ b/tests/test_v1_system.py
@@ -10,7 +10,7 @@
 import pytest
 import requests as requests_lib
 
-import app.api.v1.routes.system as system_mod
+import app.api.routes.system as system_mod
 
 
 # ---------------------------------------------------------------------------
@@ -120,7 +120,7 @@ class TestHealthEndpoint:
     def test_all_healthy(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
 
@@ -139,7 +139,7 @@ def test_all_healthy(self, client, monkeypatch):
     def test_ollama_down_returns_200_degraded(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_ollama_down)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_ollama_down)
 
         resp = client.get("/api/v1/health")
 
@@ -153,7 +153,7 @@ def test_ollama_down_returns_200_degraded(self, client, monkeypatch):
     def test_whisper_down_returns_200_degraded(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_whisper_down)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_whisper_down)
 
         resp = client.get("/api/v1/health")
 
@@ -166,7 +166,7 @@ def test_whisper_down_returns_200_degraded(self, client, monkeypatch):
     def test_db_down_returns_503_unhealthy(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_down())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
 
@@ -182,7 +182,7 @@ def test_db_execute_fails_returns_503_unhealthy(self, client, monkeypatch):
         """
         monkeypatch.setattr(system_mod, "engine", _mock_engine_execute_fails())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
 
@@ -196,7 +196,7 @@ def test_current_load_not_fabricated(self, client, monkeypatch):
         """current_load must be absent or null — never a made-up value."""
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
@@ -209,7 +209,7 @@ def test_ollama_slow_returns_degraded(self, client, monkeypatch):
         """
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
         monkeypatch.setattr(system_mod, "_SLOW_MS", -1)
 
         resp = client.get("/api/v1/health")
@@ -222,7 +222,7 @@ def test_models_available_and_loaded_flag(self, client, monkeypatch):
         """models_available is built from /api/tags; loaded=True only for models in /api/ps."""
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
@@ -238,7 +238,7 @@ def test_models_available_and_loaded_flag(self, client, monkeypatch):
     def test_model_loaded_reflects_running_model(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
@@ -248,7 +248,7 @@ def test_model_loaded_reflects_running_model(self, client, monkeypatch):
     def test_ollama_version_present(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
@@ -258,7 +258,7 @@ def test_ollama_version_present(self, client, monkeypatch):
     def test_storage_disk_free_present(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil(free_bytes=200 * 1024 ** 3))
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
@@ -269,7 +269,7 @@ def test_storage_disk_free_present(self, client, monkeypatch):
     def test_storage_unavailable_is_degraded(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil(raise_oserror=True))
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
@@ -280,15 +280,15 @@ def test_storage_unavailable_is_degraded(self, client, monkeypatch):
     def test_uptime_seconds_is_non_negative(self, client, monkeypatch):
         monkeypatch.setattr(system_mod, "engine", _mock_engine_healthy())
         monkeypatch.setattr(system_mod, "shutil", _mock_shutil())
-        monkeypatch.setattr("app.api.v1.routes.system.requests.get", _fake_get_all_healthy)
+        monkeypatch.setattr("app.api.routes.system.requests.get", _fake_get_all_healthy)
 
         resp = client.get("/api/v1/health")
         assert resp.status_code == 200
         assert resp.json()["uptime_seconds"] >= 0
 
     def test_existing_routes_not_displaced(self, client):
-        """Sanity: adding v1_router must not break the existing /templates endpoint."""
-        resp = client.get("/templates")
+        """Sanity: adding v1_router must not break the existing /api/v1/templates endpoint."""
+        resp = client.get("/api/v1/templates")
         assert resp.status_code == 200
 
 

From b01e316a8cb0f44d45b8f8530ebbda6501a14233 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Wed, 24 Jun 2026 17:40:34 -0400
Subject: [PATCH 55/85] fix: :bug: missing import

---
 app/api/routes/forms.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/app/api/routes/forms.py b/app/api/routes/forms.py
index 3c1769b2..a0a10915 100644
--- a/app/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -14,7 +14,7 @@
 from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, WHISPER_HOST, BASE_DIR, RETENTION_PERIOD_DAYS
 from app.core.errors.base import AppError
 from app.db.repositories import create_form, get_template, get_form_submission, delete_form_submission
-from app.models import FormSubmission
+from app.models import FormSubmission, Template
 from app.services.controller import Controller
 
 PROJECT_ROOT = BASE_DIR

From d3d5da4278d7a4173b6d1581741a679a4ebfd4ae Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 25 Jun 2026 16:19:27 +0530
Subject: [PATCH 56/85] fix: CI CD test failure. fixes #592

---
 .github/workflows/docker-build.yml |  2 +-
 .github/workflows/tests.yml        | 19 ++++++++++++++++++-
 2 files changed, 19 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/docker-build.yml b/.github/workflows/docker-build.yml
index 39bd9d86..25804171 100644
--- a/.github/workflows/docker-build.yml
+++ b/.github/workflows/docker-build.yml
@@ -15,4 +15,4 @@ jobs:
 
       - name: Build Docker image
         run: |
-          docker build -t fireform:test .
\ No newline at end of file
+          docker build -t fireform:test -f docker/prod/Dockerfile .
\ No newline at end of file
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 932bdeba..9f0b366c 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -4,12 +4,27 @@ on:
   push:
     branches: [main]
   pull_request:
-    branches: [main]
+    branches: [main,development]
 
 jobs:
   test:
     runs-on: ubuntu-latest
 
+    services:
+      postgres:
+        image: postgres:16
+        env:
+          POSTGRES_USER: fireform
+          POSTGRES_PASSWORD: fireform
+          POSTGRES_DB: fireform
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd "pg_isready -U fireform"
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+
     steps:
       - uses: actions/checkout@v4
 
@@ -33,5 +48,7 @@ jobs:
       - name: Check for un-migrated model changes
         env:
           PYTHONPATH: .
+          DATABASE_URL: postgresql://fireform:fireform@localhost:5432/fireform
         run: |
+          python -m alembic upgrade head
           python -m alembic check
\ No newline at end of file

From 7e909a0e79bc4156c767e6fda8d996bc903f5239 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Fri, 26 Jun 2026 02:31:46 +0530
Subject: [PATCH 57/85] Add v1 contract DB models and migration (#544)

---
 alembic/env.py                    |   2 +-
 alembic/versions/002_v1_models.py | 144 +++++++++++
 app/api/schemas/enums.py          |   5 +
 app/models/__init__.py            |  22 +-
 app/models/models.py              | 132 +++++++++-
 tests/conftest.py                 |   2 +-
 tests/test_migrations.py          | 181 +++++++++++++
 tests/test_v1_models.py           | 408 ++++++++++++++++++++++++++++++
 8 files changed, 891 insertions(+), 5 deletions(-)
 create mode 100644 alembic/versions/002_v1_models.py
 create mode 100644 tests/test_v1_models.py

diff --git a/alembic/env.py b/alembic/env.py
index 06639d87..dd2f3739 100644
--- a/alembic/env.py
+++ b/alembic/env.py
@@ -6,7 +6,7 @@
 from sqlmodel import SQLModel
 
 from app.core.config import DATABASE_URL
-from app.models import FormSubmission, Job, Template 
+from app.models import Extraction, Form, FormSubmission, Incident, Input, Job, Report, Template  # noqa: F401
 
 config = context.config
 
diff --git a/alembic/versions/002_v1_models.py b/alembic/versions/002_v1_models.py
new file mode 100644
index 00000000..624e5b40
--- /dev/null
+++ b/alembic/versions/002_v1_models.py
@@ -0,0 +1,144 @@
+"""v1 models — Input, Extraction, Incident, Form, Report tables.
+
+Revision ID: 002
+Revises: 001
+Create Date: 2026-06-26
+
+JSON columns use sa.JSON (Postgres json type, not jsonb) for consistency with
+migration 001 and SQLite test-harness compatibility. A follow-up can switch
+high-query blobs (especially incident_contract) to jsonb via with_variant() if
+containment operators or GIN indexing are needed.
+
+Form.job_id and Report.job_id are plain UUID columns with no FK constraint.
+The contract Job model (UUID-PK, enum-typed) is a separate decision; the FK
+will be added when that model is resolved.
+"""
+
+from collections.abc import Sequence
+
+from alembic import op
+import sqlalchemy as sa
+import sqlmodel
+
+revision: str = "002"
+down_revision: str | None = "001"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "inputs",
+        sa.Column("input_id", sa.Uuid(), primary_key=True),
+        sa.Column("input_type", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("status", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("transcript", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("original_filename", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("audio_duration_seconds", sa.Float, nullable=True),
+        sa.Column("character_count", sa.Integer, nullable=True),
+        sa.Column("word_count", sa.Integer, nullable=True),
+        sa.Column("station_id", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("responder_badge", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("incident_date_hint", sa.Date, nullable=True),
+        sa.Column("error_detail", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("created_at", sa.DateTime, nullable=False),
+        sa.Column("updated_at", sa.DateTime, nullable=False),
+    )
+
+    op.create_table(
+        "extractions",
+        sa.Column("extract_id", sa.Uuid(), primary_key=True),
+        sa.Column(
+            "input_id",
+            sa.Uuid(),
+            sa.ForeignKey("inputs.input_id"),
+            nullable=False,
+        ),
+        sa.Column("status", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("started_at", sa.DateTime, nullable=True),
+        sa.Column("completed_at", sa.DateTime, nullable=True),
+        sa.Column("model_used", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("processing_time_seconds", sa.Float, nullable=True),
+        sa.Column("incident_contract", sa.JSON, nullable=True),
+        sa.Column("corrections", sa.JSON, nullable=True),
+        sa.Column("error_type", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("error_detail", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("created_at", sa.DateTime, nullable=False),
+        sa.Column("updated_at", sa.DateTime, nullable=False),
+    )
+
+    op.create_table(
+        "incidents",
+        sa.Column("incident_id", sa.Uuid(), primary_key=True),
+        sa.Column(
+            "extract_id",
+            sa.Uuid(),
+            sa.ForeignKey("extractions.extract_id"),
+            nullable=False,
+        ),
+        sa.Column("incident_number", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("status", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("incident_name", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("incident_type", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("incident_date", sa.Date, nullable=True),
+        sa.Column("tags", sa.JSON, nullable=True),
+        sa.Column("notes", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("created_at", sa.DateTime, nullable=False),
+        sa.Column("updated_at", sa.DateTime, nullable=False),
+        sa.Column("deleted_at", sa.DateTime, nullable=True),
+    )
+
+    op.create_table(
+        "forms",
+        sa.Column("form_id", sa.Uuid(), primary_key=True),
+        sa.Column("form_type", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("status", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column(
+            "extract_id",
+            sa.Uuid(),
+            sa.ForeignKey("extractions.extract_id"),
+            nullable=False,
+        ),
+        sa.Column(
+            "incident_id",
+            sa.Uuid(),
+            sa.ForeignKey("incidents.incident_id"),
+            nullable=True,
+        ),
+        sa.Column("job_id", sa.Uuid(), nullable=True),  # no FK — see module docstring
+        sa.Column("completed_at", sa.DateTime, nullable=True),
+        sa.Column("pdf_ready", sa.Boolean, nullable=False),
+        sa.Column("json_ready", sa.Boolean, nullable=False),
+        sa.Column("field_mapping_summary", sa.JSON, nullable=True),
+        sa.Column("pdf_path", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("json_data", sa.JSON, nullable=True),
+        sa.Column("created_at", sa.DateTime, nullable=False),
+        sa.Column("updated_at", sa.DateTime, nullable=False),
+    )
+
+    op.create_table(
+        "reports",
+        sa.Column("report_id", sa.Uuid(), primary_key=True),
+        sa.Column("period_type", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("period_label", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("year", sa.Integer, nullable=False),
+        sa.Column("month", sa.Integer, nullable=True),
+        sa.Column("quarter", sa.Integer, nullable=True),
+        sa.Column("output_format", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("status", sqlmodel.sql.sqltypes.AutoString, nullable=False),
+        sa.Column("generated_at", sa.DateTime, nullable=True),
+        sa.Column("summary", sa.JSON, nullable=True),
+        sa.Column("job_id", sa.Uuid(), nullable=True),  # no FK — see module docstring
+        sa.Column("pdf_path", sqlmodel.sql.sqltypes.AutoString, nullable=True),
+        sa.Column("json_data", sa.JSON, nullable=True),
+        sa.Column("created_at", sa.DateTime, nullable=False),
+        sa.Column("updated_at", sa.DateTime, nullable=False),
+    )
+
+
+def downgrade() -> None:
+    op.drop_table("reports")
+    op.drop_table("forms")
+    op.drop_table("incidents")
+    op.drop_table("extractions")
+    op.drop_table("inputs")
diff --git a/app/api/schemas/enums.py b/app/api/schemas/enums.py
index 77c07c33..b6335389 100644
--- a/app/api/schemas/enums.py
+++ b/app/api/schemas/enums.py
@@ -1,6 +1,11 @@
 from enum import Enum
 
 
+class InputType(str, Enum):
+    voice = "voice"
+    text = "text"
+
+
 class InputStatus(str, Enum):
     queued = "queued"
     transcribing = "transcribing"
diff --git a/app/models/__init__.py b/app/models/__init__.py
index 9c5433b6..bba2eecb 100644
--- a/app/models/__init__.py
+++ b/app/models/__init__.py
@@ -1,5 +1,23 @@
 """ORM models. Import from here: `from app.models import Template`."""
 
-from app.models.models import FormSubmission, Job, Template
+from app.models.models import (
+    Extraction,
+    Form,
+    FormSubmission,
+    Incident,
+    Input,
+    Job,
+    Report,
+    Template,
+)
 
-__all__ = ["Template", "FormSubmission", "Job"]
+__all__ = [
+    "Template",
+    "FormSubmission",
+    "Job",
+    "Input",
+    "Extraction",
+    "Incident",
+    "Form",
+    "Report",
+]
diff --git a/app/models/models.py b/app/models/models.py
index fea977f1..cb9a5ff7 100644
--- a/app/models/models.py
+++ b/app/models/models.py
@@ -1,8 +1,22 @@
 import uuid as uuid_mod
+from uuid import UUID, uuid4
+from datetime import date, datetime, timezone
 
 from sqlalchemy import Column, JSON
 from sqlmodel import SQLModel, Field
-from datetime import datetime, timezone
+from sqlmodel.sql.sqltypes import AutoString
+
+from app.api.schemas.enums import (
+    ExtractionStatus,
+    FormStatus,
+    FormType,
+    InputStatus,
+    InputType,
+    JobStatus,
+    OutputFormat,
+    PeriodType,
+    ReportStatus,
+)
 
 
 class Template(SQLModel, table=True):
@@ -34,4 +48,120 @@ class Job(SQLModel, table=True):
     error: dict | None = Field(default=None, sa_column=Column(JSON))
     model: str | None = None
     created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+
+
+# ---------------------------------------------------------------------------
+# v1 contract models
+# ---------------------------------------------------------------------------
+
+class Input(SQLModel, table=True):
+    __tablename__ = "inputs"
+
+    input_id: UUID = Field(default_factory=uuid4, primary_key=True)
+    # sa_column required on all str-Enum fields: without it SQLModel emits
+    # sa.Enum(native_enum=True) which creates a Postgres ENUM type — hard to
+    # migrate and inconsistent with the VARCHAR approach used in migration 001.
+    input_type: InputType = Field(sa_column=Column(AutoString, nullable=False))
+    status: InputStatus = Field(
+        default=InputStatus.queued, sa_column=Column(AutoString, nullable=False)
+    )
+    transcript: str | None = None
+    original_filename: str | None = None
+    audio_duration_seconds: float | None = None
+    character_count: int | None = None
+    word_count: int | None = None
+    station_id: str | None = None
+    responder_badge: str | None = None
+    incident_date_hint: date | None = None
+    error_detail: str | None = None
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+
+
+class Extraction(SQLModel, table=True):
+    __tablename__ = "extractions"
+
+    extract_id: UUID = Field(default_factory=uuid4, primary_key=True)
+    input_id: UUID = Field(foreign_key="inputs.input_id")
+    status: ExtractionStatus = Field(
+        default=ExtractionStatus.processing, sa_column=Column(AutoString, nullable=False)
+    )
+    started_at: datetime | None = None
+    completed_at: datetime | None = None
+    model_used: str | None = None
+    processing_time_seconds: float | None = None
+    # Full IncidentContract superset blob; stores partial result while processing,
+    # final canonical JSON when status=completed.
+    incident_contract: dict | None = Field(default=None, sa_column=Column(JSON))
+    # Audit trail of manual corrections applied via PATCH /extract/{id}.
+    corrections: list | None = Field(default=None, sa_column=Column(JSON))
+    error_type: str | None = None
+    error_detail: str | None = None
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+
+
+class Incident(SQLModel, table=True):
+    __tablename__ = "incidents"
+
+    incident_id: UUID = Field(default_factory=uuid4, primary_key=True)
+    extract_id: UUID = Field(foreign_key="extractions.extract_id")
+    incident_number: str | None = None
+    status: ReportStatus = Field(
+        default=ReportStatus.draft, sa_column=Column(AutoString, nullable=False)
+    )
+    incident_name: str | None = None
+    incident_type: str | None = None
+    incident_date: date | None = None
+    tags: list | None = Field(default=None, sa_column=Column(JSON))
+    notes: str | None = None
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    deleted_at: datetime | None = None
+
+
+class Form(SQLModel, table=True):
+    __tablename__ = "forms"
+
+    form_id: UUID = Field(default_factory=uuid4, primary_key=True)
+    form_type: FormType = Field(sa_column=Column(AutoString, nullable=False))
+    status: FormStatus = Field(
+        default=FormStatus.queued, sa_column=Column(AutoString, nullable=False)
+    )
+    extract_id: UUID = Field(foreign_key="extractions.extract_id")
+    incident_id: UUID | None = Field(default=None, foreign_key="incidents.incident_id")
+    # Plain UUID, no FK constraint — pending contract Job model resolution (#544 decision A).
+    job_id: UUID | None = None
+    completed_at: datetime | None = None
+    pdf_ready: bool = Field(default=False)
+    json_ready: bool = Field(default=False)
+    field_mapping_summary: dict | None = Field(default=None, sa_column=Column(JSON))
+    pdf_path: str | None = None
+    json_data: dict | None = Field(default=None, sa_column=Column(JSON))
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+
+
+class Report(SQLModel, table=True):
+    __tablename__ = "reports"
+
+    report_id: UUID = Field(default_factory=uuid4, primary_key=True)
+    period_type: PeriodType = Field(sa_column=Column(AutoString, nullable=False))
+    period_label: str | None = None
+    year: int
+    month: int | None = None
+    quarter: int | None = None
+    # Named output_format (not format) to avoid shadowing the Python builtin.
+    output_format: OutputFormat = Field(sa_column=Column(AutoString, nullable=False))
+    status: JobStatus = Field(
+        default=JobStatus.queued, sa_column=Column(AutoString, nullable=False)
+    )
+    generated_at: datetime | None = None
+    summary: dict | None = Field(default=None, sa_column=Column(JSON))
+    # Plain UUID, no FK constraint — pending contract Job model resolution (#544 decision A).
+    job_id: UUID | None = None
+    pdf_path: str | None = None
+    json_data: dict | None = Field(default=None, sa_column=Column(JSON))
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
     updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
\ No newline at end of file
diff --git a/tests/conftest.py b/tests/conftest.py
index 8c25516c..1f41d67e 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -15,7 +15,7 @@
 from app.main import app
 from app.api.deps import get_db
 from app.core.config import API_PREFIX  # single source of truth for all tests
-from app.models import Template, FormSubmission, Job  # noqa: F401 — registers tables
+from app.models import Template, FormSubmission, Job, Input, Extraction, Incident, Form, Report  # noqa: F401 — registers tables
 
 # ---------------------------------------------------------------------------
 # In-memory database
diff --git a/tests/test_migrations.py b/tests/test_migrations.py
index 87a6149c..6c404b80 100644
--- a/tests/test_migrations.py
+++ b/tests/test_migrations.py
@@ -36,6 +36,11 @@ def test_upgrade_head(alembic_cfg, alembic_engine):
     assert "template" in tables
     assert "formsubmission" in tables
     assert "job" in tables
+    assert "inputs" in tables
+    assert "extractions" in tables
+    assert "incidents" in tables
+    assert "forms" in tables
+    assert "reports" in tables
     assert "alembic_version" in tables
 
 
@@ -126,3 +131,179 @@ def test_job_fk(alembic_cfg, alembic_engine):
     assert len(fks) == 1
     assert fks[0]["referred_table"] == "template"
     assert fks[0]["referred_columns"] == ["id"]
+
+
+# ---------------------------------------------------------------------------
+# 002 — v1 model tables
+# ---------------------------------------------------------------------------
+
+def test_inputs_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("inputs")}
+    assert columns == {
+        "input_id",
+        "input_type",
+        "status",
+        "transcript",
+        "original_filename",
+        "audio_duration_seconds",
+        "character_count",
+        "word_count",
+        "station_id",
+        "responder_badge",
+        "incident_date_hint",
+        "error_detail",
+        "created_at",
+        "updated_at",
+    }
+
+
+def test_extractions_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("extractions")}
+    assert columns == {
+        "extract_id",
+        "input_id",
+        "status",
+        "started_at",
+        "completed_at",
+        "model_used",
+        "processing_time_seconds",
+        "incident_contract",
+        "corrections",
+        "error_type",
+        "error_detail",
+        "created_at",
+        "updated_at",
+    }
+
+
+def test_extractions_fk(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    fks = inspector.get_foreign_keys("extractions")
+    assert len(fks) == 1
+    assert fks[0]["referred_table"] == "inputs"
+    assert fks[0]["referred_columns"] == ["input_id"]
+
+
+def test_incidents_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("incidents")}
+    assert columns == {
+        "incident_id",
+        "extract_id",
+        "incident_number",
+        "status",
+        "incident_name",
+        "incident_type",
+        "incident_date",
+        "tags",
+        "notes",
+        "created_at",
+        "updated_at",
+        "deleted_at",
+    }
+
+
+def test_incidents_fk(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    fks = inspector.get_foreign_keys("incidents")
+    assert len(fks) == 1
+    assert fks[0]["referred_table"] == "extractions"
+    assert fks[0]["referred_columns"] == ["extract_id"]
+
+
+def test_forms_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("forms")}
+    assert columns == {
+        "form_id",
+        "form_type",
+        "status",
+        "extract_id",
+        "incident_id",
+        "job_id",
+        "completed_at",
+        "pdf_ready",
+        "json_ready",
+        "field_mapping_summary",
+        "pdf_path",
+        "json_data",
+        "created_at",
+        "updated_at",
+    }
+
+
+def test_forms_fk(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    fks = {fk["referred_table"]: fk for fk in inspector.get_foreign_keys("forms")}
+    # extract_id → extractions and incident_id → incidents; job_id has NO FK constraint
+    assert "extractions" in fks
+    assert fks["extractions"]["referred_columns"] == ["extract_id"]
+    assert "incidents" in fks
+    assert fks["incidents"]["referred_columns"] == ["incident_id"]
+    assert len(fks) == 2
+
+
+def test_reports_columns(alembic_cfg, alembic_engine):
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    columns = {c["name"] for c in inspector.get_columns("reports")}
+    assert columns == {
+        "report_id",
+        "period_type",
+        "period_label",
+        "year",
+        "month",
+        "quarter",
+        "output_format",
+        "status",
+        "generated_at",
+        "summary",
+        "job_id",
+        "pdf_path",
+        "json_data",
+        "created_at",
+        "updated_at",
+    }
+
+
+def test_reports_no_fk(alembic_cfg, alembic_engine):
+    """job_id on reports is a plain UUID column — no FK constraint until contract Job is resolved."""
+    command.upgrade(alembic_cfg, "head")
+
+    inspector = inspect(alembic_engine)
+    fks = inspector.get_foreign_keys("reports")
+    assert len(fks) == 0
+
+
+def test_downgrade_002(alembic_cfg, alembic_engine):
+    """Downgrade by one step removes only the 002 tables, leaving 001 tables intact."""
+    command.upgrade(alembic_cfg, "head")
+    command.downgrade(alembic_cfg, "-1")
+
+    inspector = inspect(alembic_engine)
+    tables = inspector.get_table_names()
+    assert "inputs" not in tables
+    assert "extractions" not in tables
+    assert "incidents" not in tables
+    assert "forms" not in tables
+    assert "reports" not in tables
+    assert "template" in tables
+    assert "formsubmission" in tables
+    assert "job" in tables
diff --git a/tests/test_v1_models.py b/tests/test_v1_models.py
new file mode 100644
index 00000000..6584ac36
--- /dev/null
+++ b/tests/test_v1_models.py
@@ -0,0 +1,408 @@
+"""Direct SQLModel instantiation tests for the five v1 models.
+
+Uses the same in-memory SQLite engine and _reset_tables fixture from conftest
+(autouse=True) so every test starts with a clean schema. Tests stay at the ORM
+layer — no routes, no Celery, no Ollama.
+"""
+
+from datetime import date, datetime, timezone
+from uuid import UUID, uuid4
+
+import pytest
+from sqlmodel import Session, select
+
+from app.api.schemas.enums import (
+    ExtractionStatus,
+    FormStatus,
+    FormType,
+    InputStatus,
+    InputType,
+    JobStatus,
+    OutputFormat,
+    PeriodType,
+    ReportStatus,
+)
+from app.models import Extraction, Form, Incident, Input, Report
+
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+def _input(db: Session, **kwargs) -> Input:
+    defaults = dict(input_type=InputType.text)
+    row = Input(**{**defaults, **kwargs})
+    db.add(row)
+    db.commit()
+    db.refresh(row)
+    return row
+
+
+def _extraction(db: Session, input_id: UUID, **kwargs) -> "Extraction":
+    row = Extraction(input_id=input_id, **kwargs)
+    db.add(row)
+    db.commit()
+    db.refresh(row)
+    return row
+
+
+# ---------------------------------------------------------------------------
+# Input
+# ---------------------------------------------------------------------------
+
+class TestInputModel:
+
+    def test_defaults_on_create(self, db):
+        row = _input(db)
+        assert isinstance(row.input_id, UUID)
+        assert row.status == InputStatus.queued
+        assert row.transcript is None
+        assert row.audio_duration_seconds is None
+        assert row.character_count is None
+        assert isinstance(row.created_at, datetime)
+        assert isinstance(row.updated_at, datetime)
+
+    def test_voice_fields_roundtrip(self, db):
+        row = _input(
+            db,
+            input_type=InputType.voice,
+            original_filename="call_recording.mp3",
+            audio_duration_seconds=47.3,
+            station_id="STA-12",
+            responder_badge="B-4421",
+            incident_date_hint=date(2026, 6, 1),
+        )
+        fetched = db.get(Input, row.input_id)
+        assert fetched.input_type == InputType.voice
+        assert fetched.original_filename == "call_recording.mp3"
+        assert fetched.audio_duration_seconds == pytest.approx(47.3)
+        assert fetched.station_id == "STA-12"
+        assert fetched.incident_date_hint == date(2026, 6, 1)
+
+    def test_status_transitions_persist(self, db):
+        row = _input(db)
+        row.status = InputStatus.transcribing
+        db.add(row)
+        db.commit()
+        fetched = db.get(Input, row.input_id)
+        assert fetched.status == InputStatus.transcribing
+
+    def test_error_detail_on_failed(self, db):
+        row = _input(db, status=InputStatus.failed, error_detail="Whisper timeout")
+        fetched = db.get(Input, row.input_id)
+        assert fetched.status == InputStatus.failed
+        assert fetched.error_detail == "Whisper timeout"
+
+    def test_word_and_char_counts(self, db):
+        row = _input(
+            db,
+            status=InputStatus.ready,
+            transcript="Structure fire at 4th and Main",
+            character_count=30,
+            word_count=6,
+        )
+        fetched = db.get(Input, row.input_id)
+        assert fetched.character_count == 30
+        assert fetched.word_count == 6
+
+    def test_unique_primary_keys(self, db):
+        a = _input(db)
+        b = _input(db)
+        assert a.input_id != b.input_id
+
+
+# ---------------------------------------------------------------------------
+# Extraction
+# ---------------------------------------------------------------------------
+
+class TestExtractionModel:
+
+    def test_defaults_on_create(self, db):
+        inp = _input(db)
+        ext = _extraction(db, inp.input_id)
+        assert isinstance(ext.extract_id, UUID)
+        assert ext.input_id == inp.input_id
+        assert ext.status == ExtractionStatus.processing
+        assert ext.incident_contract is None
+        assert ext.corrections is None
+        assert ext.started_at is None
+
+    def test_incident_contract_json_roundtrip(self, db):
+        inp = _input(db)
+        contract = {
+            "schema_version": "1.1.0",
+            "incident": {"name": "Structure Fire Main St", "types": []},
+            "location": {"address": "123 Main St", "state": "CA"},
+        }
+        ext = _extraction(db, inp.input_id, incident_contract=contract)
+        fetched = db.get(Extraction, ext.extract_id)
+        assert fetched.incident_contract["schema_version"] == "1.1.0"
+        assert fetched.incident_contract["location"]["state"] == "CA"
+
+    def test_corrections_json_roundtrip(self, db):
+        inp = _input(db)
+        corrections = [
+            {
+                "field_path": "incident.name",
+                "original_value": "Wildland Fire",
+                "corrected_value": "Structure Fire",
+                "corrected_at": "2026-06-26T10:00:00Z",
+                "corrected_by": "dispatcher_01",
+            }
+        ]
+        ext = _extraction(db, inp.input_id, corrections=corrections)
+        fetched = db.get(Extraction, ext.extract_id)
+        assert len(fetched.corrections) == 1
+        assert fetched.corrections[0]["field_path"] == "incident.name"
+
+    def test_completed_status_fields(self, db):
+        inp = _input(db)
+        now = datetime.now(timezone.utc)
+        ext = _extraction(
+            db,
+            inp.input_id,
+            status=ExtractionStatus.completed,
+            started_at=now,
+            completed_at=now,
+            model_used="llama3:8b",
+            processing_time_seconds=38.4,
+        )
+        fetched = db.get(Extraction, ext.extract_id)
+        assert fetched.status == ExtractionStatus.completed
+        assert fetched.model_used == "llama3:8b"
+        assert fetched.processing_time_seconds == pytest.approx(38.4)
+
+    def test_failed_status_with_error_fields(self, db):
+        inp = _input(db)
+        ext = _extraction(
+            db,
+            inp.input_id,
+            status=ExtractionStatus.failed,
+            error_type="LLM_TIMEOUT",
+            error_detail="Ollama did not respond within 120s",
+        )
+        fetched = db.get(Extraction, ext.extract_id)
+        assert fetched.status == ExtractionStatus.failed
+        assert fetched.error_type == "LLM_TIMEOUT"
+
+
+# ---------------------------------------------------------------------------
+# Incident
+# ---------------------------------------------------------------------------
+
+class TestIncidentModel:
+
+    def _make(self, db, **kwargs):
+        inp = _input(db)
+        ext = _extraction(db, inp.input_id)
+        defaults = dict(extract_id=ext.extract_id)
+        row = Incident(**{**defaults, **kwargs})
+        db.add(row)
+        db.commit()
+        db.refresh(row)
+        return row
+
+    def test_defaults_on_create(self, db):
+        row = self._make(db)
+        assert isinstance(row.incident_id, UUID)
+        assert row.status == ReportStatus.draft
+        assert row.deleted_at is None
+        assert row.tags is None
+
+    def test_tags_json_roundtrip(self, db):
+        row = self._make(db, tags=["wildland", "high-priority", "multi-agency"])
+        fetched = db.get(Incident, row.incident_id)
+        assert fetched.tags == ["wildland", "high-priority", "multi-agency"]
+
+    def test_soft_delete(self, db):
+        row = self._make(db)
+        assert row.deleted_at is None
+        ts = datetime.now(timezone.utc)
+        row.deleted_at = ts
+        db.add(row)
+        db.commit()
+        fetched = db.get(Incident, row.incident_id)
+        assert fetched.deleted_at is not None
+
+    def test_incident_date_field(self, db):
+        row = self._make(db, incident_date=date(2026, 5, 15))
+        fetched = db.get(Incident, row.incident_id)
+        assert fetched.incident_date == date(2026, 5, 15)
+
+    def test_all_nullable_fields_default_none(self, db):
+        row = self._make(db)
+        assert row.incident_number is None
+        assert row.incident_name is None
+        assert row.incident_type is None
+        assert row.incident_date is None
+        assert row.notes is None
+
+
+# ---------------------------------------------------------------------------
+# Form
+# ---------------------------------------------------------------------------
+
+class TestFormModel:
+
+    def _make(self, db, **kwargs):
+        inp = _input(db)
+        ext = _extraction(db, inp.input_id)
+        defaults = dict(
+            extract_id=ext.extract_id,
+            form_type=FormType.nfirs_basic,
+        )
+        row = Form(**{**defaults, **kwargs})
+        db.add(row)
+        db.commit()
+        db.refresh(row)
+        return row
+
+    def test_defaults_on_create(self, db):
+        row = self._make(db)
+        assert isinstance(row.form_id, UUID)
+        assert row.status == FormStatus.queued
+        assert row.pdf_ready is False
+        assert row.json_ready is False
+        assert row.incident_id is None
+        assert row.job_id is None
+        assert row.completed_at is None
+
+    def test_field_mapping_summary_roundtrip(self, db):
+        summary = {
+            "total_form_fields": 42,
+            "fields_filled": 38,
+            "fields_blank": 4,
+            "coverage_percent": 90.5,
+        }
+        row = self._make(db, field_mapping_summary=summary)
+        fetched = db.get(Form, row.form_id)
+        assert fetched.field_mapping_summary["total_form_fields"] == 42
+        assert fetched.field_mapping_summary["coverage_percent"] == pytest.approx(90.5)
+
+    def test_json_data_roundtrip(self, db):
+        agency_json = {"FDID": "CA99901", "INC_NO": "2026-0042", "ALARMS": 2}
+        row = self._make(db, json_data=agency_json, json_ready=True)
+        fetched = db.get(Form, row.form_id)
+        assert fetched.json_ready is True
+        assert fetched.json_data["FDID"] == "CA99901"
+
+    def test_incident_fk_links_correctly(self, db):
+        inp = _input(db)
+        ext = _extraction(db, inp.input_id)
+        incident = Incident(extract_id=ext.extract_id)
+        db.add(incident)
+        db.commit()
+        db.refresh(incident)
+
+        form = Form(
+            extract_id=ext.extract_id,
+            form_type=FormType.neris,
+            incident_id=incident.incident_id,
+        )
+        db.add(form)
+        db.commit()
+        db.refresh(form)
+        assert form.incident_id == incident.incident_id
+
+    def test_job_id_stored_without_fk(self, db):
+        """job_id is a plain UUID — can store any UUID without a FK constraint."""
+        arbitrary_uuid = uuid4()
+        row = self._make(db, job_id=arbitrary_uuid)
+        fetched = db.get(Form, row.form_id)
+        assert fetched.job_id == arbitrary_uuid
+
+    def test_all_form_types_accepted(self, db):
+        inp = _input(db)
+        ext = _extraction(db, inp.input_id)
+        for ft in FormType:
+            form = Form(extract_id=ext.extract_id, form_type=ft)
+            db.add(form)
+        db.commit()
+        results = db.exec(select(Form)).all()
+        stored_types = {f.form_type for f in results}
+        assert stored_types == set(FormType)
+
+
+# ---------------------------------------------------------------------------
+# Report
+# ---------------------------------------------------------------------------
+
+class TestReportModel:
+
+    def _make(self, db, **kwargs):
+        defaults = dict(
+            period_type=PeriodType.monthly,
+            year=2026,
+            month=6,
+            output_format=OutputFormat.pdf,
+        )
+        row = Report(**{**defaults, **kwargs})
+        db.add(row)
+        db.commit()
+        db.refresh(row)
+        return row
+
+    def test_defaults_on_create(self, db):
+        row = self._make(db)
+        assert isinstance(row.report_id, UUID)
+        assert row.status == JobStatus.queued
+        assert row.generated_at is None
+        assert row.summary is None
+        assert row.pdf_path is None
+        assert row.json_data is None
+        assert row.job_id is None
+
+    def test_summary_json_roundtrip(self, db):
+        summary = {
+            "total_incidents": 23,
+            "by_type": {"fire": 10, "ems": 13},
+            "forms_generated": 71,
+            "avg_completeness_score": 88.3,
+        }
+        row = self._make(db, summary=summary)
+        fetched = db.get(Report, row.report_id)
+        assert fetched.summary["total_incidents"] == 23
+        assert fetched.summary["avg_completeness_score"] == pytest.approx(88.3)
+
+    def test_quarterly_report(self, db):
+        row = self._make(
+            db,
+            period_type=PeriodType.quarterly,
+            year=2026,
+            month=None,
+            quarter=2,
+            output_format=OutputFormat.json,
+        )
+        fetched = db.get(Report, row.report_id)
+        assert fetched.period_type == PeriodType.quarterly
+        assert fetched.quarter == 2
+        assert fetched.month is None
+
+    def test_annual_report(self, db):
+        row = self._make(
+            db,
+            period_type=PeriodType.annual,
+            year=2025,
+            month=None,
+            quarter=None,
+            output_format=OutputFormat.both,
+        )
+        fetched = db.get(Report, row.report_id)
+        assert fetched.period_type == PeriodType.annual
+        assert fetched.year == 2025
+        assert fetched.output_format == OutputFormat.both
+
+    def test_job_id_stored_without_fk(self, db):
+        arbitrary_uuid = uuid4()
+        row = self._make(db, job_id=arbitrary_uuid)
+        fetched = db.get(Report, row.report_id)
+        assert fetched.job_id == arbitrary_uuid
+
+    def test_status_progression(self, db):
+        row = self._make(db)
+        assert row.status == JobStatus.queued
+        row.status = JobStatus.processing
+        db.add(row)
+        db.commit()
+        fetched = db.get(Report, row.report_id)
+        assert fetched.status == JobStatus.processing

From dbcbe958cc37916f046eb62e511dd7c896da71f7 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Fri, 26 Jun 2026 12:23:42 +0530
Subject: [PATCH 58/85] Add text input layer: POST /input/text and GET
 /input/{input_id} (#546)

---
 app/api/router.py        |   6 +-
 app/api/routes/input.py  | 105 +++++++++++++++++++++++++
 app/api/schemas/input.py |  45 +++++++++++
 app/core/config.py       |   4 +
 tests/test_v1_input.py   | 165 +++++++++++++++++++++++++++++++++++++++
 5 files changed, 323 insertions(+), 2 deletions(-)
 create mode 100644 app/api/routes/input.py
 create mode 100644 app/api/schemas/input.py
 create mode 100644 tests/test_v1_input.py

diff --git a/app/api/router.py b/app/api/router.py
index 962a26ca..b9dd62f9 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -1,6 +1,7 @@
 from fastapi import APIRouter
 
-from app.api.routes import forms, templates, weather, zipcode, jobs, system
+from app.api.routes import forms, jobs, system, templates, weather, zipcode
+from app.api.routes import input as input_routes
 from app.core.config import API_PREFIX
 
 api_router = APIRouter()
@@ -9,4 +10,5 @@
 api_router.include_router(system.router, prefix=API_PREFIX)
 api_router.include_router(jobs.router, prefix=API_PREFIX)
 api_router.include_router(weather.router, prefix=API_PREFIX)
-api_router.include_router(zipcode.router, prefix=API_PREFIX)
\ No newline at end of file
+api_router.include_router(zipcode.router, prefix=API_PREFIX)
+api_router.include_router(input_routes.router, prefix=API_PREFIX)
\ No newline at end of file
diff --git a/app/api/routes/input.py b/app/api/routes/input.py
new file mode 100644
index 00000000..108121b8
--- /dev/null
+++ b/app/api/routes/input.py
@@ -0,0 +1,105 @@
+from datetime import datetime, timezone
+from uuid import UUID
+
+from fastapi import APIRouter, Depends
+from fastapi.responses import JSONResponse
+from sqlmodel import Session, select
+
+from app.api.deps import get_db
+from app.api.schemas.enums import InputStatus, InputType
+from app.api.schemas.input import InputRecordResponse, TextInputRequest, TextInputResponse
+from app.core.config import INPUT_POLL_INTERVAL_SECONDS
+from app.core.errors.base import AppError
+from app.models import Input
+
+router = APIRouter(prefix="/input", tags=["input"])
+
+
+@router.post("/text", response_model=TextInputResponse, status_code=201)
+def submit_text_input(body: TextInputRequest, db: Session = Depends(get_db)):
+    narrative = body.narrative
+
+    if len(narrative) > 50_000:
+        raise AppError(
+            "Narrative exceeds maximum length of 50,000 characters",
+            status_code=413,
+            error_code="NARRATIVE_TOO_LONG",
+            detail={"max_characters": 50_000, "received_characters": len(narrative)},
+        )
+
+    words = narrative.split()
+    if len(words) < 10:
+        return JSONResponse(
+            status_code=422,
+            content={
+                "error_code": "VALIDATION_ERROR",
+                "message": "Request validation failed",
+                "validation_errors": [
+                    {
+                        "field": "narrative",
+                        "issue": "Must contain at least 10 words",
+                        "value": narrative,
+                    }
+                ],
+            },
+        )
+
+    now = datetime.now(timezone.utc)
+    record = Input(
+        input_type=InputType.text,
+        status=InputStatus.ready,
+        transcript=narrative,
+        character_count=len(narrative),
+        word_count=len(words),
+        station_id=body.station_id,
+        responder_badge=body.responder_badge,
+        incident_date_hint=body.incident_date_hint,
+        created_at=now,
+        updated_at=now,
+    )
+    db.add(record)
+    db.commit()
+    db.refresh(record)
+
+    return TextInputResponse(
+        input_id=record.input_id,
+        status=record.status,
+        input_type=record.input_type,
+        character_count=record.character_count,
+        word_count=record.word_count,
+        created_at=record.created_at,
+    )
+
+
+@router.get("/{input_id}", response_model=InputRecordResponse)
+def get_input(input_id: UUID, db: Session = Depends(get_db)):
+    record = db.exec(select(Input).where(Input.input_id == input_id)).first()
+    if record is None:
+        raise AppError(
+            f"Input with ID {input_id} not found",
+            status_code=404,
+            error_code="INPUT_NOT_FOUND",
+        )
+
+    retry_after = (
+        INPUT_POLL_INTERVAL_SECONDS
+        if record.status in (InputStatus.queued, InputStatus.transcribing)
+        else None
+    )
+    return InputRecordResponse(
+        input_id=record.input_id,
+        input_type=record.input_type,
+        status=record.status,
+        transcript=record.transcript,
+        original_filename=record.original_filename,
+        audio_duration_seconds=record.audio_duration_seconds,
+        character_count=record.character_count,
+        word_count=record.word_count,
+        station_id=record.station_id,
+        responder_badge=record.responder_badge,
+        incident_date_hint=record.incident_date_hint,
+        error_detail=record.error_detail,
+        retry_after_seconds=retry_after,
+        created_at=record.created_at,
+        updated_at=record.updated_at,
+    )
diff --git a/app/api/schemas/input.py b/app/api/schemas/input.py
new file mode 100644
index 00000000..ab705b55
--- /dev/null
+++ b/app/api/schemas/input.py
@@ -0,0 +1,45 @@
+from __future__ import annotations
+
+from datetime import date, datetime
+from uuid import UUID
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from app.api.schemas.enums import InputStatus, InputType
+
+
+class TextInputRequest(BaseModel):
+    model_config = ConfigDict()
+    narrative: str = Field(min_length=20)
+    station_id: str | None = None
+    responder_badge: str | None = None
+    incident_date_hint: date | None = None
+
+
+class TextInputResponse(BaseModel):
+    model_config = ConfigDict()
+    input_id: UUID
+    status: InputStatus
+    input_type: InputType
+    character_count: int | None = None
+    word_count: int | None = None
+    created_at: datetime | None = None
+
+
+class InputRecordResponse(BaseModel):
+    model_config = ConfigDict()
+    input_id: UUID
+    input_type: InputType
+    status: InputStatus
+    transcript: str | None = None
+    original_filename: str | None = None
+    audio_duration_seconds: float | None = None
+    character_count: int | None = None
+    word_count: int | None = None
+    station_id: str | None = None
+    responder_badge: str | None = None
+    incident_date_hint: date | None = None
+    error_detail: str | None = None
+    retry_after_seconds: int | None = None
+    created_at: datetime | None = None
+    updated_at: datetime | None = None
diff --git a/app/core/config.py b/app/core/config.py
index 38db4813..e0f41f88 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -54,6 +54,10 @@
 # hint, not a measured backpressure value — the app has no queue-depth signal.
 RETRY_AFTER_SECONDS = 30
 
+# Polling hint returned by GET /input/{id} when a voice input is still queued
+# or transcribing. Value matches the contract example (contracts/path/input.yaml).
+INPUT_POLL_INTERVAL_SECONDS = 5
+
 # --- API Versioning -------------------------------------------------------
 API_PREFIX = "/api/v1"
 
diff --git a/tests/test_v1_input.py b/tests/test_v1_input.py
new file mode 100644
index 00000000..1a00b1c5
--- /dev/null
+++ b/tests/test_v1_input.py
@@ -0,0 +1,165 @@
+"""Tests for POST /api/v1/input/text and GET /api/v1/input/{input_id}.
+
+Uses the shared in-memory SQLite engine from conftest.py.  No Ollama or
+Whisper involvement — text input is fully synchronous.
+"""
+
+import pytest
+
+TEXT_URL = "/api/v1/input/text"
+INPUT_URL = "/api/v1/input"
+
+# Narrative that passes all validation: > 20 chars, >= 10 words, << 50,000 chars.
+VALID_NARRATIVE = (
+    "Responded to a wildfire at Bear Creek Trailhead around 1:45 PM on July 10th. "
+    "Lightning strike ignited timber litter in mixed conifer and chaparral."
+)
+
+
+# ---------------------------------------------------------------------------
+# POST /api/v1/input/text
+# ---------------------------------------------------------------------------
+
+class TestSubmitTextInput:
+
+    def test_201_returns_required_fields(self, client):
+        resp = client.post(TEXT_URL, json={"narrative": VALID_NARRATIVE})
+        assert resp.status_code == 201
+        body = resp.json()
+        assert body["status"] == "ready"
+        assert body["input_type"] == "text"
+        assert "input_id" in body
+        assert "created_at" in body
+
+    def test_201_character_and_word_counts_match_narrative(self, client):
+        resp = client.post(TEXT_URL, json={"narrative": VALID_NARRATIVE})
+        assert resp.status_code == 201
+        body = resp.json()
+        assert body["character_count"] == len(VALID_NARRATIVE)
+        assert body["word_count"] == len(VALID_NARRATIVE.split())
+
+    def test_201_optional_fields_accepted_and_visible_via_get(self, client):
+        resp = client.post(TEXT_URL, json={
+            "narrative": VALID_NARRATIVE,
+            "station_id": "STA-045",
+            "responder_badge": "FD-7842",
+            "incident_date_hint": "2024-07-10",
+        })
+        assert resp.status_code == 201
+        input_id = resp.json()["input_id"]
+
+        get_resp = client.get(f"{INPUT_URL}/{input_id}")
+        assert get_resp.status_code == 200
+        body = get_resp.json()
+        assert body["station_id"] == "STA-045"
+        assert body["responder_badge"] == "FD-7842"
+        assert body["incident_date_hint"] == "2024-07-10"
+
+    def test_narrative_stored_in_transcript_field(self, client):
+        resp = client.post(TEXT_URL, json={"narrative": VALID_NARRATIVE})
+        input_id = resp.json()["input_id"]
+        get_resp = client.get(f"{INPUT_URL}/{input_id}")
+        assert get_resp.json()["transcript"] == VALID_NARRATIVE
+
+    def test_413_narrative_over_50000_chars(self, client):
+        too_long = "x" * 50_001
+        resp = client.post(TEXT_URL, json={"narrative": too_long})
+        assert resp.status_code == 413
+        body = resp.json()
+        assert body["error_code"] == "NARRATIVE_TOO_LONG"
+        assert body["detail"]["max_characters"] == 50_000
+        assert body["detail"]["received_characters"] == 50_001
+
+    def test_413_boundary_exactly_50000_chars_is_accepted(self, client):
+        # Exactly at the limit: should succeed (> 50_000 is rejected, not >=).
+        # Build a narrative at exactly 50,000 chars that has >= 10 words.
+        phrase = "fire incident response "  # 23 chars
+        narrative = (phrase * 2175)[:50_000]  # 2175*23=50025, sliced to 50000
+        resp = client.post(TEXT_URL, json={"narrative": narrative})
+        assert resp.status_code == 201
+
+    def test_422_fewer_than_10_words_matches_request_validation_shape(self, client):
+        # >= 20 chars so Pydantic minLength passes, but only 6 words.
+        short = "Fire happened at the scene today here"  # 7 words, > 20 chars
+        resp = client.post(TEXT_URL, json={"narrative": short})
+        assert resp.status_code == 422
+        body = resp.json()
+        assert body["error_code"] == "VALIDATION_ERROR"
+        assert body["message"] == "Request validation failed"
+        errs = body["validation_errors"]
+        assert len(errs) == 1
+        assert errs[0]["field"] == "narrative"
+        assert errs[0]["issue"] == "Must contain at least 10 words"
+        assert errs[0]["value"] == short
+
+    def test_422_narrative_under_20_chars_triggers_pydantic_validation(self, client):
+        resp = client.post(TEXT_URL, json={"narrative": "Too short"})
+        assert resp.status_code == 422
+        body = resp.json()
+        assert body["error_code"] == "VALIDATION_ERROR"
+        assert "validation_errors" in body
+
+    def test_422_missing_narrative_field(self, client):
+        resp = client.post(TEXT_URL, json={})
+        assert resp.status_code == 422
+        body = resp.json()
+        assert body["error_code"] == "VALIDATION_ERROR"
+
+    def test_422_empty_string_narrative(self, client):
+        resp = client.post(TEXT_URL, json={"narrative": ""})
+        assert resp.status_code == 422
+        body = resp.json()
+        assert body["error_code"] == "VALIDATION_ERROR"
+
+
+# ---------------------------------------------------------------------------
+# GET /api/v1/input/{input_id}
+# ---------------------------------------------------------------------------
+
+class TestGetInput:
+
+    def _create(self, client, **kwargs):
+        payload = {"narrative": VALID_NARRATIVE, **kwargs}
+        resp = client.post(TEXT_URL, json=payload)
+        assert resp.status_code == 201
+        return resp.json()["input_id"]
+
+    def test_200_returns_full_record(self, client):
+        input_id = self._create(client)
+        resp = client.get(f"{INPUT_URL}/{input_id}")
+        assert resp.status_code == 200
+        body = resp.json()
+        assert body["input_id"] == input_id
+        assert body["input_type"] == "text"
+        assert body["status"] == "ready"
+        assert body["transcript"] == VALID_NARRATIVE
+        assert body["character_count"] == len(VALID_NARRATIVE)
+        assert body["word_count"] == len(VALID_NARRATIVE.split())
+        assert body["created_at"] is not None
+        assert body["updated_at"] is not None
+
+    def test_200_voice_only_fields_are_null_for_text_input(self, client):
+        input_id = self._create(client)
+        body = client.get(f"{INPUT_URL}/{input_id}").json()
+        assert body["original_filename"] is None
+        assert body["audio_duration_seconds"] is None
+        assert body["error_detail"] is None
+
+    def test_200_retry_after_is_null_for_ready_input(self, client):
+        input_id = self._create(client)
+        body = client.get(f"{INPUT_URL}/{input_id}").json()
+        assert body.get("retry_after_seconds") is None
+
+    def test_404_unknown_uuid_returns_app_error_envelope(self, client):
+        fake_id = "00000000-0000-0000-0000-000000000000"
+        resp = client.get(f"{INPUT_URL}/{fake_id}")
+        assert resp.status_code == 404
+        body = resp.json()
+        assert body["error_code"] == "INPUT_NOT_FOUND"
+        assert fake_id in body["message"]
+
+    def test_404_message_contains_the_requested_id(self, client):
+        target = "aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee"
+        resp = client.get(f"{INPUT_URL}/{target}")
+        assert resp.status_code == 404
+        assert target in resp.json()["message"]

From 3a79a0d6618ed9bafe91b5bd3b7a91561dfecd76 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Sat, 27 Jun 2026 01:01:22 +0530
Subject: [PATCH 59/85] Refactor text input: service layer, repository, reuse
 validation handler

---
 app/api/router.py        |  5 ++-
 app/api/routes/input.py  | 68 ++++++++++++++++------------------------
 app/api/schemas/input.py |  5 +--
 app/db/repositories.py   | 17 +++++++++-
 app/services/input.py    | 30 ++++++++++++++++++
 5 files changed, 76 insertions(+), 49 deletions(-)
 create mode 100644 app/services/input.py

diff --git a/app/api/router.py b/app/api/router.py
index b9dd62f9..cc59847a 100644
--- a/app/api/router.py
+++ b/app/api/router.py
@@ -1,7 +1,6 @@
 from fastapi import APIRouter
 
-from app.api.routes import forms, jobs, system, templates, weather, zipcode
-from app.api.routes import input as input_routes
+from app.api.routes import forms, input, jobs, system, templates, weather, zipcode
 from app.core.config import API_PREFIX
 
 api_router = APIRouter()
@@ -11,4 +10,4 @@
 api_router.include_router(jobs.router, prefix=API_PREFIX)
 api_router.include_router(weather.router, prefix=API_PREFIX)
 api_router.include_router(zipcode.router, prefix=API_PREFIX)
-api_router.include_router(input_routes.router, prefix=API_PREFIX)
\ No newline at end of file
+api_router.include_router(input.router, prefix=API_PREFIX)
\ No newline at end of file
diff --git a/app/api/routes/input.py b/app/api/routes/input.py
index 108121b8..009bdf0e 100644
--- a/app/api/routes/input.py
+++ b/app/api/routes/input.py
@@ -1,65 +1,51 @@
-from datetime import datetime, timezone
 from uuid import UUID
 
 from fastapi import APIRouter, Depends
-from fastapi.responses import JSONResponse
-from sqlmodel import Session, select
+from fastapi.exceptions import RequestValidationError
+from sqlmodel import Session
 
 from app.api.deps import get_db
-from app.api.schemas.enums import InputStatus, InputType
+from app.api.schemas.enums import InputStatus
 from app.api.schemas.input import InputRecordResponse, TextInputRequest, TextInputResponse
 from app.core.config import INPUT_POLL_INTERVAL_SECONDS
 from app.core.errors.base import AppError
-from app.models import Input
+from app.db.repositories import create_input, get_input as repo_get_input
+from app.services.input import InputService
 
 router = APIRouter(prefix="/input", tags=["input"])
 
 
 @router.post("/text", response_model=TextInputResponse, status_code=201)
 def submit_text_input(body: TextInputRequest, db: Session = Depends(get_db)):
-    narrative = body.narrative
-
-    if len(narrative) > 50_000:
+    if len(body.narrative) > 50_000:
         raise AppError(
             "Narrative exceeds maximum length of 50,000 characters",
             status_code=413,
             error_code="NARRATIVE_TOO_LONG",
-            detail={"max_characters": 50_000, "received_characters": len(narrative)},
+            detail={"max_characters": 50_000, "received_characters": len(body.narrative)},
         )
 
-    words = narrative.split()
-    if len(words) < 10:
-        return JSONResponse(
-            status_code=422,
-            content={
-                "error_code": "VALIDATION_ERROR",
-                "message": "Request validation failed",
-                "validation_errors": [
-                    {
-                        "field": "narrative",
-                        "issue": "Must contain at least 10 words",
-                        "value": narrative,
-                    }
-                ],
-            },
+    svc = InputService()
+    try:
+        record = svc.build_text_input(
+            narrative=body.narrative,
+            station_id=body.station_id,
+            responder_badge=body.responder_badge,
+            incident_date_hint=body.incident_date_hint,
+        )
+    except ValueError as exc:
+        raise RequestValidationError(
+            errors=[
+                {
+                    "loc": ("body", "narrative"),
+                    "msg": str(exc),
+                    "input": body.narrative,
+                    "type": "value_error",
+                }
+            ]
         )
 
-    now = datetime.now(timezone.utc)
-    record = Input(
-        input_type=InputType.text,
-        status=InputStatus.ready,
-        transcript=narrative,
-        character_count=len(narrative),
-        word_count=len(words),
-        station_id=body.station_id,
-        responder_badge=body.responder_badge,
-        incident_date_hint=body.incident_date_hint,
-        created_at=now,
-        updated_at=now,
-    )
-    db.add(record)
-    db.commit()
-    db.refresh(record)
+    record = create_input(db, record)
 
     return TextInputResponse(
         input_id=record.input_id,
@@ -73,7 +59,7 @@ def submit_text_input(body: TextInputRequest, db: Session = Depends(get_db)):
 
 @router.get("/{input_id}", response_model=InputRecordResponse)
 def get_input(input_id: UUID, db: Session = Depends(get_db)):
-    record = db.exec(select(Input).where(Input.input_id == input_id)).first()
+    record = repo_get_input(db, input_id)
     if record is None:
         raise AppError(
             f"Input with ID {input_id} not found",
diff --git a/app/api/schemas/input.py b/app/api/schemas/input.py
index ab705b55..cc37daf0 100644
--- a/app/api/schemas/input.py
+++ b/app/api/schemas/input.py
@@ -3,13 +3,12 @@
 from datetime import date, datetime
 from uuid import UUID
 
-from pydantic import BaseModel, ConfigDict, Field
+from pydantic import BaseModel, Field
 
 from app.api.schemas.enums import InputStatus, InputType
 
 
 class TextInputRequest(BaseModel):
-    model_config = ConfigDict()
     narrative: str = Field(min_length=20)
     station_id: str | None = None
     responder_badge: str | None = None
@@ -17,7 +16,6 @@ class TextInputRequest(BaseModel):
 
 
 class TextInputResponse(BaseModel):
-    model_config = ConfigDict()
     input_id: UUID
     status: InputStatus
     input_type: InputType
@@ -27,7 +25,6 @@ class TextInputResponse(BaseModel):
 
 
 class InputRecordResponse(BaseModel):
-    model_config = ConfigDict()
     input_id: UUID
     input_type: InputType
     status: InputStatus
diff --git a/app/db/repositories.py b/app/db/repositories.py
index d7445ff6..9186d617 100644
--- a/app/db/repositories.py
+++ b/app/db/repositories.py
@@ -1,5 +1,8 @@
+from uuid import UUID
+
 from sqlmodel import Session, select
-from app.models import Template, FormSubmission, Job
+
+from app.models import Template, FormSubmission, Job, Input
 
 # Templates
 def create_template(session: Session, template: Template) -> Template:
@@ -66,3 +69,15 @@ def delete_form_submission(session: Session, submission: FormSubmission) -> None
     session.delete(submission)
     session.commit()
 
+
+# Inputs
+def create_input(session: Session, input_obj: Input) -> Input:
+    session.add(input_obj)
+    session.commit()
+    session.refresh(input_obj)
+    return input_obj
+
+
+def get_input(session: Session, input_id: UUID) -> Input | None:
+    return session.get(Input, input_id)
+
diff --git a/app/services/input.py b/app/services/input.py
new file mode 100644
index 00000000..b04868ca
--- /dev/null
+++ b/app/services/input.py
@@ -0,0 +1,30 @@
+from datetime import date, datetime, timezone
+
+from app.api.schemas.enums import InputStatus, InputType
+from app.models import Input
+
+
+class InputService:
+    def build_text_input(
+        self,
+        narrative: str,
+        station_id: str | None = None,
+        responder_badge: str | None = None,
+        incident_date_hint: date | None = None,
+    ) -> Input:
+        words = narrative.split()
+        if len(words) < 10:
+            raise ValueError("Must contain at least 10 words")
+        now = datetime.now(timezone.utc)
+        return Input(
+            input_type=InputType.text,
+            status=InputStatus.ready,
+            transcript=narrative,
+            character_count=len(narrative),
+            word_count=len(words),
+            station_id=station_id,
+            responder_badge=responder_badge,
+            incident_date_hint=incident_date_hint,
+            created_at=now,
+            updated_at=now,
+        )

From 84f8ae8385405f48c729626de62a5f9c0107000d Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Sun, 28 Jun 2026 11:28:20 +0530
Subject: [PATCH 60/85] Add voice input + async transcription(#547)

---
 app/api/routes/forms.py  |  35 ++---
 app/api/routes/input.py  |  93 ++++++++++++-
 app/api/schemas/input.py |  10 ++
 app/core/celery.py       |   2 +-
 app/core/config.py       |   9 +-
 app/db/repositories.py   |   7 +
 app/services/input.py    |  19 +++
 app/services/whisper.py  |  39 ++++++
 app/tasks/transcribe.py  | 109 ++++++++++++++++
 tests/conftest.py        |   6 +
 tests/test_v1_voice.py   | 275 +++++++++++++++++++++++++++++++++++++++
 11 files changed, 572 insertions(+), 32 deletions(-)
 create mode 100644 app/services/whisper.py
 create mode 100644 app/tasks/transcribe.py
 create mode 100644 tests/test_v1_voice.py

diff --git a/app/api/routes/forms.py b/app/api/routes/forms.py
index 87e4a165..879fa393 100644
--- a/app/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -11,7 +11,8 @@
     ModelsResponse,
     TranscriptionResponse,
 )
-from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, WHISPER_HOST, BASE_DIR, RETENTION_PERIOD_DAYS
+from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, BASE_DIR, RETENTION_PERIOD_DAYS
+from app.services.whisper import call_whisper_asr
 from app.core.errors.base import AppError
 from app.db.repositories import create_form, get_template, get_form_submission, delete_form_submission
 from app.models import FormSubmission
@@ -94,34 +95,16 @@ def transcribe(audio: UploadFile = File(...)):
     audio is streamed straight through to the local STT service and never
     persisted — no PII leaves the machine.
     """
-    whisper_url = f"{WHISPER_HOST}/asr"
-
-    files = {
-        "audio_file": (
-            audio.filename or "audio.wav",
+    try:
+        text = call_whisper_asr(
             audio.file.read(),
+            audio.filename or "audio.wav",
             audio.content_type or "audio/wav",
         )
-    }
-    params = {"task": "transcribe", "output": "json", "encode": "true"}
-
-    try:
-        response = requests.post(whisper_url, params=params, files=files, timeout=120)
-        response.raise_for_status()
-    except requests.exceptions.ConnectionError:
-        raise AppError(
-            f"Could not connect to the speech-to-text service at {whisper_url}. "
-            "Please ensure the whisper service is running.",
-            status_code=503,
-            error_code="STT_UNAVAILABLE",
-        )
-    except requests.exceptions.RequestException as e:
-        raise AppError(f"Transcription failed: {e}", status_code=502, error_code="TRANSCRIPTION_FAILED")
-
-    try:
-        text = (response.json().get("text") or "").strip()
-    except ValueError:
-        text = response.text.strip()
+    except ConnectionError as exc:
+        raise AppError(str(exc), status_code=503, error_code="STT_UNAVAILABLE")
+    except RuntimeError as exc:
+        raise AppError(str(exc), status_code=502, error_code="TRANSCRIPTION_FAILED")
 
     return TranscriptionResponse(text=text)
 
diff --git a/app/api/routes/input.py b/app/api/routes/input.py
index 009bdf0e..b677a34f 100644
--- a/app/api/routes/input.py
+++ b/app/api/routes/input.py
@@ -1,19 +1,104 @@
+from datetime import date
+from pathlib import Path
 from uuid import UUID
 
-from fastapi import APIRouter, Depends
+from fastapi import APIRouter, Depends, File, Form, UploadFile
 from fastapi.exceptions import RequestValidationError
 from sqlmodel import Session
 
 from app.api.deps import get_db
 from app.api.schemas.enums import InputStatus
-from app.api.schemas.input import InputRecordResponse, TextInputRequest, TextInputResponse
-from app.core.config import INPUT_POLL_INTERVAL_SECONDS
+from app.api.schemas.input import (
+    InputRecordResponse,
+    TextInputRequest,
+    TextInputResponse,
+    VoiceInputResponse,
+)
+from app.core.config import AUDIO_DIR, ESTIMATED_TRANSCRIPTION_SECONDS, INPUT_POLL_INTERVAL_SECONDS
 from app.core.errors.base import AppError
-from app.db.repositories import create_input, get_input as repo_get_input
+from app.db.repositories import create_input, create_job, get_input as repo_get_input, update_job
+from app.models import Job
 from app.services.input import InputService
+from app.services.whisper import check_whisper_available
+from app.tasks.transcribe import transcribe_audio_task
 
 router = APIRouter(prefix="/input", tags=["input"])
 
+_ALLOWED_AUDIO_EXTS = {"wav", "mp3", "m4a", "ogg", "webm"}
+_MAX_AUDIO_BYTES = 500 * 1024 * 1024  # 500 MB
+
+
+@router.post("/voice", response_model=VoiceInputResponse, status_code=201)
+def submit_voice_input(
+    audio_file: UploadFile = File(...),
+    station_id: str | None = Form(default=None),
+    responder_badge: str | None = Form(default=None),
+    incident_date_hint: date | None = Form(default=None),
+    db: Session = Depends(get_db),
+):
+    # validate format
+    filename = audio_file.filename or ""
+    ext = Path(filename).suffix.lstrip(".").lower()
+    if not ext or ext not in _ALLOWED_AUDIO_EXTS:
+        raise AppError(
+            "Audio format not supported. Accepted formats: wav, mp3, m4a, ogg, webm",
+            status_code=415,
+            error_code="UNSUPPORTED_FORMAT",
+            detail={"accepted_formats": ["wav", "mp3", "m4a", "ogg", "webm"]},
+        )
+
+    # validate size
+    content = audio_file.file.read()
+    if len(content) > _MAX_AUDIO_BYTES:
+        raise AppError(
+            "Audio file exceeds maximum size of 500MB",
+            status_code=413,
+            error_code="FILE_TOO_LARGE",
+            detail={"max_size_bytes": _MAX_AUDIO_BYTES, "received_size_bytes": len(content)},
+        )
+
+    # check Whisper availability before queuing
+    if not check_whisper_available():
+        raise AppError(
+            "Whisper transcription service is not available",
+            status_code=503,
+            error_code="LLM_UNAVAILABLE",
+        )
+
+    # build and persist the Input record
+    svc = InputService()
+    record = svc.build_voice_input(
+        original_filename=filename,
+        station_id=station_id,
+        responder_badge=responder_badge,
+        incident_date_hint=incident_date_hint,
+    )
+    record = create_input(db, record)
+
+    # save audio to DATA_DIR/audio/{input_id}.{ext}
+    AUDIO_DIR.mkdir(parents=True, exist_ok=True)
+    audio_path = AUDIO_DIR / f"{record.input_id}.{ext}"
+    audio_path.write_bytes(content)
+
+    # create Job before dispatch to avoid race
+    job = Job(celery_task_id="", job_type="transcription", status="queued")
+    job = create_job(db, job)
+
+    # dispatch and backfill celery_task_id
+    result = transcribe_audio_task.delay(str(record.input_id), str(audio_path), job.job_id)
+    job.celery_task_id = result.id
+    job = update_job(db, job)
+
+    return VoiceInputResponse(
+        input_id=record.input_id,
+        status=record.status,
+        input_type=record.input_type,
+        job_id=job.job_id,
+        poll_url=f"/api/v1/input/{record.input_id}",
+        estimated_processing_seconds=ESTIMATED_TRANSCRIPTION_SECONDS,
+        created_at=record.created_at,
+    )
+
 
 @router.post("/text", response_model=TextInputResponse, status_code=201)
 def submit_text_input(body: TextInputRequest, db: Session = Depends(get_db)):
diff --git a/app/api/schemas/input.py b/app/api/schemas/input.py
index cc37daf0..9d8b908c 100644
--- a/app/api/schemas/input.py
+++ b/app/api/schemas/input.py
@@ -8,6 +8,16 @@
 from app.api.schemas.enums import InputStatus, InputType
 
 
+class VoiceInputResponse(BaseModel):
+    input_id: UUID
+    status: InputStatus
+    input_type: InputType
+    estimated_processing_seconds: int | None = None
+    created_at: datetime | None = None
+    job_id: str | None = None
+    poll_url: str | None = None
+
+
 class TextInputRequest(BaseModel):
     narrative: str = Field(min_length=20)
     station_id: str | None = None
diff --git a/app/core/celery.py b/app/core/celery.py
index f7637025..a91146f7 100644
--- a/app/core/celery.py
+++ b/app/core/celery.py
@@ -16,7 +16,7 @@
     result_expires=86400,
 )
 
-celery_app.conf.include = ["app.tasks.fill", "app.tasks.purge"]
+celery_app.conf.include = ["app.tasks.fill", "app.tasks.purge", "app.tasks.transcribe"]
 
 # Optional Celery Beat schedule — runs purge_old_submissions once a day.
 # Enable by running: celery -A app.core.celery beat
diff --git a/app/core/config.py b/app/core/config.py
index e0f41f88..2a11b566 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -65,4 +65,11 @@
 FIREFORM_API_KEY = os.getenv("FIREFORM_API_KEY", "")
 
 # --- Data Retention --------------------------------------------------------
-RETENTION_PERIOD_DAYS = int(os.getenv("RETENTION_PERIOD_DAYS", "30"))
\ No newline at end of file
+RETENTION_PERIOD_DAYS = int(os.getenv("RETENTION_PERIOD_DAYS", "30"))
+
+# --- Audio storage --------------------------------------------------------
+# Voice input audio files land here: {AUDIO_DIR}/{input_id}.{ext}
+AUDIO_DIR = DATA_DIR / "audio"
+
+# Advisory estimate returned in VoiceInputResponse.estimated_processing_seconds.
+ESTIMATED_TRANSCRIPTION_SECONDS = int(os.getenv("ESTIMATED_TRANSCRIPTION_SECONDS", "30"))
\ No newline at end of file
diff --git a/app/db/repositories.py b/app/db/repositories.py
index 9186d617..0935c133 100644
--- a/app/db/repositories.py
+++ b/app/db/repositories.py
@@ -81,3 +81,10 @@ def create_input(session: Session, input_obj: Input) -> Input:
 def get_input(session: Session, input_id: UUID) -> Input | None:
     return session.get(Input, input_id)
 
+
+def update_input(session: Session, input_obj: Input) -> Input:
+    session.add(input_obj)
+    session.commit()
+    session.refresh(input_obj)
+    return input_obj
+
diff --git a/app/services/input.py b/app/services/input.py
index b04868ca..a6fa229b 100644
--- a/app/services/input.py
+++ b/app/services/input.py
@@ -5,6 +5,25 @@
 
 
 class InputService:
+    def build_voice_input(
+        self,
+        original_filename: str,
+        station_id: str | None = None,
+        responder_badge: str | None = None,
+        incident_date_hint: date | None = None,
+    ) -> Input:
+        now = datetime.now(timezone.utc)
+        return Input(
+            input_type=InputType.voice,
+            status=InputStatus.queued,
+            original_filename=original_filename,
+            station_id=station_id,
+            responder_badge=responder_badge,
+            incident_date_hint=incident_date_hint,
+            created_at=now,
+            updated_at=now,
+        )
+
     def build_text_input(
         self,
         narrative: str,
diff --git a/app/services/whisper.py b/app/services/whisper.py
new file mode 100644
index 00000000..bbc13fb4
--- /dev/null
+++ b/app/services/whisper.py
@@ -0,0 +1,39 @@
+import requests
+
+from app.core.config import WHISPER_HOST
+
+
+def call_whisper_asr(audio_bytes: bytes, filename: str, content_type: str) -> str:
+    """Post audio to the local Whisper ASR sidecar and return the transcript.
+
+    Raises ConnectionError if the service is unreachable, RuntimeError for any
+    other HTTP failure. Callers map these to their own error codes.
+    """
+    whisper_url = f"{WHISPER_HOST}/asr"
+    files = {"audio_file": (filename, audio_bytes, content_type)}
+    params = {"task": "transcribe", "output": "json", "encode": "true"}
+
+    try:
+        response = requests.post(whisper_url, params=params, files=files, timeout=120)
+        response.raise_for_status()
+    except requests.exceptions.ConnectionError as exc:
+        raise ConnectionError(
+            f"Could not connect to the speech-to-text service at {whisper_url}. "
+            "Please ensure the whisper service is running."
+        ) from exc
+    except requests.exceptions.RequestException as exc:
+        raise RuntimeError(f"Transcription failed: {exc}") from exc
+
+    try:
+        return (response.json().get("text") or "").strip()
+    except ValueError:
+        return response.text.strip()
+
+
+def check_whisper_available() -> bool:
+    """Return True if the Whisper sidecar responds on its base URL."""
+    try:
+        requests.get(WHISPER_HOST, timeout=3)
+        return True
+    except requests.exceptions.RequestException:
+        return False
diff --git a/app/tasks/transcribe.py b/app/tasks/transcribe.py
new file mode 100644
index 00000000..76517ec2
--- /dev/null
+++ b/app/tasks/transcribe.py
@@ -0,0 +1,109 @@
+import logging
+import wave
+from datetime import datetime, timezone
+from pathlib import Path
+from uuid import UUID
+
+from app.api.schemas.enums import InputStatus
+from app.core.celery import celery_app
+from app.db.database import get_session
+from app.db.repositories import get_input, get_job_by_uuid, update_input, update_job
+from app.services.whisper import call_whisper_asr
+
+logger = logging.getLogger(__name__)
+
+_CONTENT_TYPES: dict[str, str] = {
+    "wav": "audio/wav",
+    "mp3": "audio/mpeg",
+    "m4a": "audio/m4a",
+    "ogg": "audio/ogg",
+    "webm": "audio/webm",
+}
+
+
+def _wav_duration(path: Path) -> float | None:
+    """Return duration in seconds for a WAV file; None for all other formats or on error."""
+    if path.suffix.lower() != ".wav":
+        return None
+    try:
+        with wave.open(str(path)) as wf:
+            return wf.getnframes() / wf.getframerate()
+    except Exception:
+        return None
+
+
+def _fail_records(
+    session,
+    input_id: UUID,
+    job_id_str: str,
+    error_code: str,
+    message: str,
+) -> None:
+    now = datetime.now(timezone.utc)
+    record = get_input(session, input_id)
+    if record:
+        record.status = InputStatus.failed
+        record.error_detail = message
+        record.updated_at = now
+        update_input(session, record)
+    job = get_job_by_uuid(session, job_id_str)
+    if job:
+        job.status = "failed"
+        job.error = {"error_code": error_code, "message": message}
+        job.updated_at = now
+        update_job(session, job)
+
+
+@celery_app.task(name="transcribe_audio")
+def transcribe_audio_task(input_id_str: str, audio_path: str, job_id_str: str) -> dict:
+    session = next(get_session())
+    input_id = UUID(input_id_str)
+    try:
+        input_record = get_input(session, input_id)
+        job = get_job_by_uuid(session, job_id_str)
+
+        # start: mark both records in-flight
+        now = datetime.now(timezone.utc)
+        input_record.status = InputStatus.transcribing
+        input_record.updated_at = now
+        update_input(session, input_record)
+
+        job.status = "processing"
+        job.updated_at = now
+        update_job(session, job)
+
+        # transcribe
+        p = Path(audio_path)
+        ext = p.suffix.lstrip(".")
+        text = call_whisper_asr(p.read_bytes(), p.name, _CONTENT_TYPES.get(ext, "audio/wav"))
+
+        # success
+        words = text.split()
+        now = datetime.now(timezone.utc)
+        input_record.status = InputStatus.ready
+        input_record.transcript = text
+        input_record.character_count = len(text)
+        input_record.word_count = len(words)
+        input_record.audio_duration_seconds = _wav_duration(p)
+        input_record.updated_at = now
+        update_input(session, input_record)
+
+        job.status = "completed"
+        job.result_url = f"/api/v1/input/{input_id_str}"
+        job.updated_at = now
+        update_job(session, job)
+
+        return {"input_id": input_id_str, "job_id": job_id_str}
+
+    except ConnectionError as exc:
+        logger.exception("transcribe_audio_task: Whisper unavailable for input %s", input_id_str)
+        _fail_records(session, input_id, job_id_str, "LLM_UNAVAILABLE", str(exc))
+        raise
+
+    except RuntimeError as exc:
+        logger.exception("transcribe_audio_task: transcription failed for input %s", input_id_str)
+        _fail_records(session, input_id, job_id_str, "TRANSCRIPTION_FAILED", str(exc))
+        raise
+
+    finally:
+        session.close()
diff --git a/tests/conftest.py b/tests/conftest.py
index 1f41d67e..ab4370c3 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -55,6 +55,12 @@ def db():
         yield session
 
 
+@pytest.fixture
+def test_engine():
+    """Expose the shared in-memory engine for tests that need to open extra sessions."""
+    return _engine
+
+
 # ---------------------------------------------------------------------------
 # Minimal PDF bytes (valid 1-page blank PDF)
 # ---------------------------------------------------------------------------
diff --git a/tests/test_v1_voice.py b/tests/test_v1_voice.py
new file mode 100644
index 00000000..fd2e7f35
--- /dev/null
+++ b/tests/test_v1_voice.py
@@ -0,0 +1,275 @@
+"""Tests for POST /api/v1/input/voice (endpoint) and transcribe_audio_task (task unit).
+
+Endpoint tests: dispatch is mocked — no broker, no Whisper, no filesystem writes.
+Task tests: called directly with an injected test session and mocked call_whisper_asr.
+"""
+
+import io
+import pytest
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+from sqlmodel import Session
+
+from app.api.schemas.enums import InputStatus, InputType
+from app.db.repositories import get_input, get_job_by_uuid
+from app.models import Input, Job
+from app.tasks.transcribe import transcribe_audio_task
+
+VOICE_URL = "/api/v1/input/voice"
+
+# Minimal valid WAV bytes (44-byte header + silence) — passes extension check.
+_WAV_BYTES = b"RIFF$\x00\x00\x00WAVEfmt \x10\x00\x00\x00\x01\x00\x01\x00\x80>\x00\x00\x00}\x00\x00\x02\x00\x10\x00data\x00\x00\x00\x00"
+
+
+def _voice_post(client, filename="memo.wav", content=None, extra_fields=None):
+    """Helper: POST a voice upload, mocking dispatch and availability."""
+    data = extra_fields or {}
+    files = {"audio_file": (filename, io.BytesIO(content or _WAV_BYTES), "audio/wav")}
+    return client, data, files
+
+
+# ---------------------------------------------------------------------------
+# POST /api/v1/input/voice — endpoint tests (dispatch mocked)
+# ---------------------------------------------------------------------------
+
+class TestSubmitVoiceInput:
+
+    def _post(self, client, filename="memo.wav", content=None, fields=None, whisper_up=True):
+        mock_result = MagicMock()
+        mock_result.id = "celery-task-uuid-001"
+        with patch("app.api.routes.input.check_whisper_available", return_value=whisper_up), \
+             patch("app.api.routes.input.transcribe_audio_task") as mock_task, \
+             patch("pathlib.Path.write_bytes"):
+            mock_task.delay.return_value = mock_result
+            resp = client.post(
+                VOICE_URL,
+                files={"audio_file": (filename, io.BytesIO(content or _WAV_BYTES), "audio/wav")},
+                data=fields or {},
+            )
+            return resp, mock_task
+
+    def test_201_returns_required_fields(self, client):
+        resp, _ = self._post(client)
+        assert resp.status_code == 201
+        body = resp.json()
+        assert body["status"] == "queued"
+        assert body["input_type"] == "voice"
+        assert "input_id" in body
+        assert "job_id" in body
+        assert "poll_url" in body
+        assert "estimated_processing_seconds" in body
+
+    def test_201_poll_url_points_to_input_record(self, client):
+        resp, _ = self._post(client)
+        body = resp.json()
+        assert body["poll_url"] == f"/api/v1/input/{body['input_id']}"
+
+    def test_201_creates_queued_input_row(self, client, db):
+        resp, _ = self._post(client)
+        input_id = resp.json()["input_id"]
+        from uuid import UUID
+        record = get_input(db, UUID(input_id))
+        assert record is not None
+        assert record.status == InputStatus.queued
+        assert record.input_type == InputType.voice
+        assert record.original_filename == "memo.wav"
+
+    def test_201_creates_transcription_job_row(self, client, db):
+        resp, _ = self._post(client)
+        job_id = resp.json()["job_id"]
+        job = get_job_by_uuid(db, job_id)
+        assert job is not None
+        assert job.job_type == "transcription"
+        assert job.status == "queued"
+        assert job.celery_task_id == "celery-task-uuid-001"
+
+    def test_201_dispatch_called_with_input_id_and_job_id(self, client, db):
+        resp, mock_task = self._post(client)
+        body = resp.json()
+        mock_task.delay.assert_called_once()
+        call_args = mock_task.delay.call_args[0]
+        assert call_args[0] == body["input_id"]   # input_id_str
+        assert call_args[2] == body["job_id"]      # job_id_str
+        # call_args[1] is the audio_path (filesystem path string)
+        assert body["input_id"] in call_args[1]
+
+    def test_201_optional_metadata_stored_on_input(self, client, db):
+        resp, _ = self._post(client, fields={
+            "station_id": "STA-045",
+            "responder_badge": "FD-7842",
+            "incident_date_hint": "2024-07-10",
+        })
+        assert resp.status_code == 201
+        from uuid import UUID
+        record = get_input(db, UUID(resp.json()["input_id"]))
+        assert record.station_id == "STA-045"
+        assert record.responder_badge == "FD-7842"
+        assert str(record.incident_date_hint) == "2024-07-10"
+
+    def test_415_unsupported_format_rejected(self, client):
+        resp, _ = self._post(client, filename="memo.pdf")
+        assert resp.status_code == 415
+        body = resp.json()
+        assert body["error_code"] == "UNSUPPORTED_FORMAT"
+        assert "accepted_formats" in body["detail"]
+        assert "wav" in body["detail"]["accepted_formats"]
+
+    def test_415_no_extension_rejected(self, client):
+        resp, _ = self._post(client, filename="audiofile")
+        assert resp.status_code == 415
+        assert resp.json()["error_code"] == "UNSUPPORTED_FORMAT"
+
+    def test_413_oversize_file_rejected(self, client, monkeypatch):
+        monkeypatch.setattr("app.api.routes.input._MAX_AUDIO_BYTES", 5)
+        resp, _ = self._post(client, content=b"toolong")  # 7 bytes > 5
+        assert resp.status_code == 413
+        body = resp.json()
+        assert body["error_code"] == "FILE_TOO_LARGE"
+        assert body["detail"]["max_size_bytes"] == 5
+        assert body["detail"]["received_size_bytes"] == 7
+
+    def test_503_when_whisper_unavailable(self, client):
+        resp, _ = self._post(client, whisper_up=False)
+        assert resp.status_code == 503
+        body = resp.json()
+        assert body["error_code"] == "LLM_UNAVAILABLE"
+
+    def test_422_missing_audio_file(self, client):
+        with patch("app.api.routes.input.check_whisper_available", return_value=True):
+            resp = client.post(VOICE_URL, data={})
+        assert resp.status_code == 422
+
+
+# ---------------------------------------------------------------------------
+# transcribe_audio_task — unit tests (no broker, direct call, mocked Whisper)
+# ---------------------------------------------------------------------------
+
+def _seed_input_and_job(session: Session):
+    """Insert a queued Input and Job, return both refreshed."""
+    from datetime import datetime, timezone
+    now = datetime.now(timezone.utc)
+    inp = Input(
+        input_type=InputType.voice,
+        status=InputStatus.queued,
+        original_filename="test.wav",
+        created_at=now,
+        updated_at=now,
+    )
+    session.add(inp)
+    job = Job(celery_task_id="celery-test-id", job_type="transcription", status="queued")
+    session.add(job)
+    session.commit()
+    session.refresh(inp)
+    session.refresh(job)
+    return inp, job
+
+
+class TestTranscribeAudioTask:
+
+    def _run_task(self, inp, job, test_engine, whisper_side_effect=None, whisper_return="Transcribed text here."):
+        """
+        Call the task function directly against the in-memory DB.
+        Mocks get_session (so the task uses the test engine) and call_whisper_asr.
+        Also mocks Path.read_bytes so no filesystem access is needed.
+        """
+        def _gen():
+            with Session(test_engine) as s:
+                yield s
+
+        with patch("app.tasks.transcribe.get_session", side_effect=_gen), \
+             patch("app.tasks.transcribe.call_whisper_asr") as mock_whisper, \
+             patch.object(Path, "read_bytes", return_value=b"fake_audio_bytes"):
+            if whisper_side_effect is not None:
+                mock_whisper.side_effect = whisper_side_effect
+            else:
+                mock_whisper.return_value = whisper_return
+            try:
+                transcribe_audio_task(str(inp.input_id), "/data/audio/test.wav", job.job_id)
+            except (ConnectionError, RuntimeError):
+                pass  # expected on failure tests
+
+    def test_success_input_becomes_ready_with_transcript(self, db, test_engine):
+        inp, job = _seed_input_and_job(db)
+
+        self._run_task(inp, job, test_engine, whisper_return="Incident at Main St, two casualties.")
+
+        db.refresh(inp)
+        assert inp.status == InputStatus.ready
+        assert inp.transcript == "Incident at Main St, two casualties."
+        assert inp.character_count == len("Incident at Main St, two casualties.")
+        assert inp.word_count == len("Incident at Main St, two casualties.".split())
+
+    def test_success_job_becomes_completed_with_result_url(self, db, test_engine):
+        inp, job = _seed_input_and_job(db)
+
+        self._run_task(inp, job, test_engine, whisper_return="Incident at Main St.")
+
+        db.refresh(job)
+        assert job.status == "completed"
+        assert job.result_url == f"/api/v1/input/{inp.input_id}"
+
+    def test_connection_error_input_failed_error_detail(self, db, test_engine):
+        inp, job = _seed_input_and_job(db)
+
+        self._run_task(inp, job, test_engine, whisper_side_effect=ConnectionError("Cannot reach Whisper"))
+
+        db.refresh(inp)
+        assert inp.status == InputStatus.failed
+        assert "Cannot reach Whisper" in inp.error_detail
+
+    def test_connection_error_job_failed_with_llm_unavailable_code(self, db, test_engine):
+        inp, job = _seed_input_and_job(db)
+
+        self._run_task(inp, job, test_engine, whisper_side_effect=ConnectionError("Cannot reach Whisper"))
+
+        db.refresh(job)
+        assert job.status == "failed"
+        assert job.error["error_code"] == "LLM_UNAVAILABLE"
+        assert "Cannot reach Whisper" in job.error["message"]
+
+    def test_runtime_error_input_failed_error_detail(self, db, test_engine):
+        inp, job = _seed_input_and_job(db)
+
+        self._run_task(inp, job, test_engine, whisper_side_effect=RuntimeError("HTTP 500 from Whisper"))
+
+        db.refresh(inp)
+        assert inp.status == InputStatus.failed
+        assert "HTTP 500 from Whisper" in inp.error_detail
+
+    def test_runtime_error_job_failed_with_transcription_failed_code(self, db, test_engine):
+        inp, job = _seed_input_and_job(db)
+
+        self._run_task(inp, job, test_engine, whisper_side_effect=RuntimeError("HTTP 500 from Whisper"))
+
+        db.refresh(job)
+        assert job.status == "failed"
+        assert job.error["error_code"] == "TRANSCRIPTION_FAILED"
+        assert "HTTP 500 from Whisper" in job.error["message"]
+
+    def test_success_input_transitions_through_transcribing(self, db, test_engine):
+        """The task sets transcribing before calling Whisper and ready after."""
+        inp, job = _seed_input_and_job(db)
+        observed_statuses: list[str] = []
+
+        original_update = __import__(
+            "app.db.repositories", fromlist=["update_input"]
+        ).update_input
+
+        def tracking_update(session, input_obj):
+            observed_statuses.append(input_obj.status.value)
+            return original_update(session, input_obj)
+
+        def _gen():
+            with Session(test_engine) as s:
+                yield s
+
+        with patch("app.tasks.transcribe.get_session", side_effect=_gen), \
+             patch("app.tasks.transcribe.call_whisper_asr", return_value="Hello world text."), \
+             patch("app.tasks.transcribe.update_input", side_effect=tracking_update), \
+             patch.object(Path, "read_bytes", return_value=b"fake"):
+            transcribe_audio_task(str(inp.input_id), "/data/audio/test.wav", job.job_id)
+
+        assert "transcribing" in observed_statuses
+        assert "ready" in observed_statuses
+        assert observed_statuses.index("transcribing") < observed_statuses.index("ready")

From b623461dc8fe17c1fcd97d9fa927eb715ee757b2 Mon Sep 17 00:00:00 2001
From: Abhishek Kumar <abhishekrajputji2004@gmail.com>
Date: Tue, 30 Jun 2026 00:08:05 +0530
Subject: [PATCH 61/85] Address #547 review

---
 app/api/routes/input.py   | 54 ++++++++++++++++++---------------------
 app/core/config.py        | 14 +++++++++-
 app/services/input.py     | 44 ++++++++++++++++++++++++++++++-
 app/services/whisper.py   |  5 ++--
 app/tasks/transcribe.py   | 13 +++-------
 contracts/path/input.yaml |  6 ++---
 tests/test_v1_voice.py    | 16 ++++--------
 7 files changed, 94 insertions(+), 58 deletions(-)

diff --git a/app/api/routes/input.py b/app/api/routes/input.py
index b677a34f..2cd2329c 100644
--- a/app/api/routes/input.py
+++ b/app/api/routes/input.py
@@ -14,17 +14,19 @@
     TextInputResponse,
     VoiceInputResponse,
 )
-from app.core.config import AUDIO_DIR, ESTIMATED_TRANSCRIPTION_SECONDS, INPUT_POLL_INTERVAL_SECONDS
+from app.core.config import (
+    ALLOWED_AUDIO_EXTENSIONS,
+    AUDIO_CONTENT_TYPES,
+    ESTIMATED_TRANSCRIPTION_SECONDS,
+    INPUT_POLL_INTERVAL_SECONDS,
+)
 from app.core.errors.base import AppError
-from app.db.repositories import create_input, create_job, get_input as repo_get_input, update_job
-from app.models import Job
+from app.db.repositories import create_input, get_input as repo_get_input
 from app.services.input import InputService
 from app.services.whisper import check_whisper_available
-from app.tasks.transcribe import transcribe_audio_task
 
 router = APIRouter(prefix="/input", tags=["input"])
 
-_ALLOWED_AUDIO_EXTS = {"wav", "mp3", "m4a", "ogg", "webm"}
 _MAX_AUDIO_BYTES = 500 * 1024 * 1024  # 500 MB
 
 
@@ -36,18 +38,25 @@ def submit_voice_input(
     incident_date_hint: date | None = Form(default=None),
     db: Session = Depends(get_db),
 ):
-    # validate format
+    # 415 — format check (HTTP concern, before any I/O)
     filename = audio_file.filename or ""
     ext = Path(filename).suffix.lstrip(".").lower()
-    if not ext or ext not in _ALLOWED_AUDIO_EXTS:
+    if not ext or ext not in ALLOWED_AUDIO_EXTENSIONS:
         raise AppError(
             "Audio format not supported. Accepted formats: wav, mp3, m4a, ogg, webm",
             status_code=415,
             error_code="UNSUPPORTED_FORMAT",
-            detail={"accepted_formats": ["wav", "mp3", "m4a", "ogg", "webm"]},
+            detail={"accepted_formats": list(AUDIO_CONTENT_TYPES)},
         )
 
-    # validate size
+    # 413 — size check: fast path via Content-Length (no read), fallback via len(bytes)
+    if audio_file.size is not None and audio_file.size > _MAX_AUDIO_BYTES:
+        raise AppError(
+            "Audio file exceeds maximum size of 500MB",
+            status_code=413,
+            error_code="FILE_TOO_LARGE",
+            detail={"max_size_bytes": _MAX_AUDIO_BYTES, "received_size_bytes": audio_file.size},
+        )
     content = audio_file.file.read()
     if len(content) > _MAX_AUDIO_BYTES:
         raise AppError(
@@ -57,37 +66,24 @@ def submit_voice_input(
             detail={"max_size_bytes": _MAX_AUDIO_BYTES, "received_size_bytes": len(content)},
         )
 
-    # check Whisper availability before queuing
+    # 503 — Whisper availability (HTTP concern)
     if not check_whisper_available():
         raise AppError(
             "Whisper transcription service is not available",
             status_code=503,
-            error_code="LLM_UNAVAILABLE",
+            error_code="STT_UNAVAILABLE",
         )
 
-    # build and persist the Input record
     svc = InputService()
-    record = svc.build_voice_input(
-        original_filename=filename,
+    record, job = svc.process_voice_upload(
+        session=db,
+        audio_content=content,
+        ext=ext,
+        filename=filename,
         station_id=station_id,
         responder_badge=responder_badge,
         incident_date_hint=incident_date_hint,
     )
-    record = create_input(db, record)
-
-    # save audio to DATA_DIR/audio/{input_id}.{ext}
-    AUDIO_DIR.mkdir(parents=True, exist_ok=True)
-    audio_path = AUDIO_DIR / f"{record.input_id}.{ext}"
-    audio_path.write_bytes(content)
-
-    # create Job before dispatch to avoid race
-    job = Job(celery_task_id="", job_type="transcription", status="queued")
-    job = create_job(db, job)
-
-    # dispatch and backfill celery_task_id
-    result = transcribe_audio_task.delay(str(record.input_id), str(audio_path), job.job_id)
-    job.celery_task_id = result.id
-    job = update_job(db, job)
 
     return VoiceInputResponse(
         input_id=record.input_id,
diff --git a/app/core/config.py b/app/core/config.py
index 2a11b566..4a7ca897 100644
--- a/app/core/config.py
+++ b/app/core/config.py
@@ -72,4 +72,16 @@
 AUDIO_DIR = DATA_DIR / "audio"
 
 # Advisory estimate returned in VoiceInputResponse.estimated_processing_seconds.
-ESTIMATED_TRANSCRIPTION_SECONDS = int(os.getenv("ESTIMATED_TRANSCRIPTION_SECONDS", "30"))
\ No newline at end of file
+ESTIMATED_TRANSCRIPTION_SECONDS = int(os.getenv("ESTIMATED_TRANSCRIPTION_SECONDS", "30"))
+
+# Canonical audio format mapping — single source of truth for both the route
+# (membership check, 415 detail list) and the task (content-type lookup).
+# Dict insertion order gives the stable list shown in error responses.
+AUDIO_CONTENT_TYPES: dict[str, str] = {
+    "wav": "audio/wav",
+    "mp3": "audio/mpeg",
+    "m4a": "audio/m4a",
+    "ogg": "audio/ogg",
+    "webm": "audio/webm",
+}
+ALLOWED_AUDIO_EXTENSIONS: frozenset[str] = frozenset(AUDIO_CONTENT_TYPES)
\ No newline at end of file
diff --git a/app/services/input.py b/app/services/input.py
index a6fa229b..1aa28924 100644
--- a/app/services/input.py
+++ b/app/services/input.py
@@ -1,7 +1,12 @@
 from datetime import date, datetime, timezone
 
+from sqlmodel import Session
+
 from app.api.schemas.enums import InputStatus, InputType
-from app.models import Input
+from app.core.config import AUDIO_CONTENT_TYPES, AUDIO_DIR
+from app.db.repositories import create_input, create_job, update_job
+from app.models import Input, Job
+from app.tasks.transcribe import transcribe_audio_task
 
 
 class InputService:
@@ -24,6 +29,43 @@ def build_voice_input(
             updated_at=now,
         )
 
+    def process_voice_upload(
+        self,
+        session: Session,
+        audio_content: bytes,
+        ext: str,
+        filename: str,
+        station_id: str | None,
+        responder_badge: str | None,
+        incident_date_hint: date | None,
+    ) -> tuple[Input, Job]:
+        record = self.build_voice_input(
+            original_filename=filename,
+            station_id=station_id,
+            responder_badge=responder_badge,
+            incident_date_hint=incident_date_hint,
+        )
+        record = create_input(session, record)
+
+        AUDIO_DIR.mkdir(parents=True, exist_ok=True)
+        audio_path = AUDIO_DIR / f"{record.input_id}.{ext}"
+        audio_path.write_bytes(audio_content)
+
+        # Create Job, dispatch, and backfill celery_task_id.
+        # On any failure after the file write, remove the orphaned audio file.
+        try:
+            job = Job(celery_task_id="", job_type="transcription", status="queued")
+            job = create_job(session, job)
+            result = transcribe_audio_task.delay(str(record.input_id), str(audio_path), job.job_id)
+            job.celery_task_id = result.id
+            job = update_job(session, job)
+        except Exception:
+            if audio_path.exists():
+                audio_path.unlink()
+            raise
+
+        return record, job
+
     def build_text_input(
         self,
         narrative: str,
diff --git a/app/services/whisper.py b/app/services/whisper.py
index bbc13fb4..118af8ec 100644
--- a/app/services/whisper.py
+++ b/app/services/whisper.py
@@ -31,9 +31,8 @@ def call_whisper_asr(audio_bytes: bytes, filename: str, content_type: str) -> st
 
 
 def check_whisper_available() -> bool:
-    """Return True if the Whisper sidecar responds on its base URL."""
+    """Return True if the Whisper sidecar responds with a successful status."""
     try:
-        requests.get(WHISPER_HOST, timeout=3)
-        return True
+        return requests.get(WHISPER_HOST, timeout=3).ok
     except requests.exceptions.RequestException:
         return False
diff --git a/app/tasks/transcribe.py b/app/tasks/transcribe.py
index 76517ec2..91999c65 100644
--- a/app/tasks/transcribe.py
+++ b/app/tasks/transcribe.py
@@ -6,20 +6,13 @@
 
 from app.api.schemas.enums import InputStatus
 from app.core.celery import celery_app
+from app.core.config import AUDIO_CONTENT_TYPES
 from app.db.database import get_session
 from app.db.repositories import get_input, get_job_by_uuid, update_input, update_job
 from app.services.whisper import call_whisper_asr
 
 logger = logging.getLogger(__name__)
 
-_CONTENT_TYPES: dict[str, str] = {
-    "wav": "audio/wav",
-    "mp3": "audio/mpeg",
-    "m4a": "audio/m4a",
-    "ogg": "audio/ogg",
-    "webm": "audio/webm",
-}
-
 
 def _wav_duration(path: Path) -> float | None:
     """Return duration in seconds for a WAV file; None for all other formats or on error."""
@@ -75,7 +68,7 @@ def transcribe_audio_task(input_id_str: str, audio_path: str, job_id_str: str) -
         # transcribe
         p = Path(audio_path)
         ext = p.suffix.lstrip(".")
-        text = call_whisper_asr(p.read_bytes(), p.name, _CONTENT_TYPES.get(ext, "audio/wav"))
+        text = call_whisper_asr(p.read_bytes(), p.name, AUDIO_CONTENT_TYPES.get(ext, "audio/wav"))
 
         # success
         words = text.split()
@@ -97,7 +90,7 @@ def transcribe_audio_task(input_id_str: str, audio_path: str, job_id_str: str) -
 
     except ConnectionError as exc:
         logger.exception("transcribe_audio_task: Whisper unavailable for input %s", input_id_str)
-        _fail_records(session, input_id, job_id_str, "LLM_UNAVAILABLE", str(exc))
+        _fail_records(session, input_id, job_id_str, "STT_UNAVAILABLE", str(exc))
         raise
 
     except RuntimeError as exc:
diff --git a/contracts/path/input.yaml b/contracts/path/input.yaml
index a2d6a57a..def2f2ce 100644
--- a/contracts/path/input.yaml
+++ b/contracts/path/input.yaml
@@ -89,14 +89,14 @@ voice:
                   - ogg
                   - webm
       "503":
-        description: Ollama/Whisper service unavailable
+        description: Whisper transcription service unavailable
         content:
           application/json:
             schema:
               $ref: "../schemas/common.yaml#/ErrorResponse"
             example:
-              error_code: "LLM_UNAVAILABLE"
-              message: "Ollama transcription service is not available"
+              error_code: "STT_UNAVAILABLE"
+              message: "Whisper transcription service is not available"
               retry_after_seconds: 30
 
 text:
diff --git a/tests/test_v1_voice.py b/tests/test_v1_voice.py
index fd2e7f35..1ae2ab09 100644
--- a/tests/test_v1_voice.py
+++ b/tests/test_v1_voice.py
@@ -22,13 +22,6 @@
 _WAV_BYTES = b"RIFF$\x00\x00\x00WAVEfmt \x10\x00\x00\x00\x01\x00\x01\x00\x80>\x00\x00\x00}\x00\x00\x02\x00\x10\x00data\x00\x00\x00\x00"
 
 
-def _voice_post(client, filename="memo.wav", content=None, extra_fields=None):
-    """Helper: POST a voice upload, mocking dispatch and availability."""
-    data = extra_fields or {}
-    files = {"audio_file": (filename, io.BytesIO(content or _WAV_BYTES), "audio/wav")}
-    return client, data, files
-
-
 # ---------------------------------------------------------------------------
 # POST /api/v1/input/voice — endpoint tests (dispatch mocked)
 # ---------------------------------------------------------------------------
@@ -38,8 +31,9 @@ class TestSubmitVoiceInput:
     def _post(self, client, filename="memo.wav", content=None, fields=None, whisper_up=True):
         mock_result = MagicMock()
         mock_result.id = "celery-task-uuid-001"
+        # Dispatch is owned by InputService.process_voice_upload — patch there.
         with patch("app.api.routes.input.check_whisper_available", return_value=whisper_up), \
-             patch("app.api.routes.input.transcribe_audio_task") as mock_task, \
+             patch("app.services.input.transcribe_audio_task") as mock_task, \
              patch("pathlib.Path.write_bytes"):
             mock_task.delay.return_value = mock_result
             resp = client.post(
@@ -133,7 +127,7 @@ def test_503_when_whisper_unavailable(self, client):
         resp, _ = self._post(client, whisper_up=False)
         assert resp.status_code == 503
         body = resp.json()
-        assert body["error_code"] == "LLM_UNAVAILABLE"
+        assert body["error_code"] == "STT_UNAVAILABLE"
 
     def test_422_missing_audio_file(self, client):
         with patch("app.api.routes.input.check_whisper_available", return_value=True):
@@ -218,14 +212,14 @@ def test_connection_error_input_failed_error_detail(self, db, test_engine):
         assert inp.status == InputStatus.failed
         assert "Cannot reach Whisper" in inp.error_detail
 
-    def test_connection_error_job_failed_with_llm_unavailable_code(self, db, test_engine):
+    def test_connection_error_job_failed_with_stt_unavailable_code(self, db, test_engine):
         inp, job = _seed_input_and_job(db)
 
         self._run_task(inp, job, test_engine, whisper_side_effect=ConnectionError("Cannot reach Whisper"))
 
         db.refresh(job)
         assert job.status == "failed"
-        assert job.error["error_code"] == "LLM_UNAVAILABLE"
+        assert job.error["error_code"] == "STT_UNAVAILABLE"
         assert "Cannot reach Whisper" in job.error["message"]
 
     def test_runtime_error_input_failed_error_detail(self, db, test_engine):

From 11547975db8117e1e25044b9b0e2557255aa54f2 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 30 Jun 2026 18:03:45 +0530
Subject: [PATCH 62/85] feat: added layout support and accept pdf reference
 parameter to match with PDF registry

---
 contracts/path/templates.yaml   | 63 +++++++++++++++++++-----
 contracts/schemas/template.yaml | 87 +++++++++++++++++++++++++++------
 2 files changed, 124 insertions(+), 26 deletions(-)

diff --git a/contracts/path/templates.yaml b/contracts/path/templates.yaml
index dab9dca5..563ae465 100644
--- a/contracts/path/templates.yaml
+++ b/contracts/path/templates.yaml
@@ -13,7 +13,7 @@ templates:
       Returns all registered form templates including built-in standard templates
       (NERIS, NEMSIS, NIBRS, NFIRS modules, OSHA, etc.) and any custom templates
       added for specific jurisdictions. Each template defines the fields, validation
-      rules, and mapping from the canonical FireForm schema.
+      rules, and mapping from the FireForm incident schema.
     tags:
       - templates
     responses:
@@ -61,7 +61,7 @@ templates:
       Registers a new form template for a jurisdiction or agency not yet supported.
       This is how FireForm extends to new states, countries, or custom agency forms
       without code changes. The template defines all fields, their types, validation
-      rules, and how each maps from the canonical FireForm schema.
+      rules, and how each maps from the FireForm incident schema.
     tags:
       - templates
     requestBody:
@@ -75,13 +75,24 @@ templates:
             display_name: "Texas State Fire Marshal Incident Report"
             jurisdiction: "US-TX"
             agency_type: "fire_department"
+            pdf_template_ref: "templates/state_texas.pdf"
             fields:
               - field_name: "incident_number"
                 field_type: "string"
                 required: true
                 max_length: 20
                 description: "State-assigned incident number"
-                canonical_mapping: "report_metadata.incident_number"
+                incident_mapping: "report_metadata.incident_number"
+                layout:
+                  page: 0
+                  x: 188.33
+                  y: 621.33
+                  width: 127.33
+                  height: 28.67
+                  font: "Helvetica"
+                  font_size: 10
+                  color: "#000000"
+                  align: "left"
               - field_name: "fire_cause"
                 field_type: "enum"
                 required: true
@@ -90,10 +101,26 @@ templates:
                   - "natural"
                   - "intentional"
                   - "undetermined"
-                canonical_mapping: "fire.cause_category"
-            field_mappings_from_canonical:
-              "report_metadata.incident_number": "incident_number"
-              "fire.cause_category": "fire_cause"
+                incident_mapping: "fire.cause_category"
+                layout:
+                  page: 0
+                  x: 188.33
+                  y: 560.0
+                  width: 200.0
+                  height: 18.0
+              - field_name: "report_footer"
+                field_type: "string"
+                required: false
+                static_text: "Generated by FireForm"
+                incident_mapping: null
+                layout:
+                  page: 0
+                  x: 72.0
+                  y: 40.0
+                  width: 300.0
+                  height: 12.0
+                  font_size: 8
+                  align: "center"
     responses:
       "201":
         description: Template created
@@ -120,8 +147,8 @@ template_by_id:
     summary: Get full template schema
     description: |
       Returns the complete template definition including all fields, their types,
-      required/optional status, validation rules, and the mapping from canonical
-      FireForm schema fields. Includes the source standard reference where applicable.
+      required/optional status, validation rules, and the mapping from the FireForm
+      incident schema fields. Includes the source standard reference where applicable.
     tags:
       - templates
     parameters:
@@ -201,7 +228,7 @@ template_fields:
     summary: Get template field definitions
     description: |
       Returns just the fields list for a template with type, required/optional
-      status, validation rules, and canonical schema mapping. Useful for building
+      status, validation rules, and incident-schema mapping. Useful for building
       validation checklists and for the validate endpoint to determine requirements.
     tags:
       - templates
@@ -253,12 +280,24 @@ template_fields:
                   field_type: "enum"
                   required: true
                   description: "Primary incident type code"
-                  canonical_mapping: "incident.types[0].neris_code"
+                  incident_mapping: "incident.types[0].neris_code"
+                  layout:
+                    page: 0
+                    x: 120.0
+                    y: 680.0
+                    width: 160.0
+                    height: 18.0
                 - field_name: "incident_date"
                   field_type: "date"
                   required: true
                   description: "Date of incident"
-                  canonical_mapping: "incident.start_datetime"
+                  incident_mapping: "incident.start_datetime"
+                  layout:
+                    page: 0
+                    x: 120.0
+                    y: 655.0
+                    width: 120.0
+                    height: 18.0
       "404":
         description: Template not found
         content:
diff --git a/contracts/schemas/template.yaml b/contracts/schemas/template.yaml
index 45c71f77..f9ce9214 100644
--- a/contracts/schemas/template.yaml
+++ b/contracts/schemas/template.yaml
@@ -7,14 +7,17 @@ TemplateSummary:
       type: string
       format: uuid
     form_type:
-      $ref: "../schemas/enums.yaml#/FormType"
+      type: string
+      description: Unique form type identifier (built-in or custom jurisdiction)
     display_name:
       type: string
     jurisdiction:
       type: string
+      nullable: true
       description: Jurisdiction code (e.g. "US-Federal", "US-CA", "US-GA")
     agency_type:
       type: string
+      nullable: true
     version:
       type: string
     last_updated:
@@ -34,9 +37,7 @@ CreateTemplateRequest:
   required:
     - form_type
     - display_name
-    - jurisdiction
     - fields
-    - field_mappings_from_canonical
   properties:
     form_type:
       type: string
@@ -45,19 +46,16 @@ CreateTemplateRequest:
       type: string
     jurisdiction:
       type: string
+      nullable: true
+      description: Jurisdiction code. Optional — the visual editor may register a
+        template before jurisdiction is assigned.
     agency_type:
       type: string
+      nullable: true
     fields:
       type: array
       items:
         $ref: "#/TemplateField"
-    field_mappings_from_canonical:
-      type: object
-      additionalProperties:
-        type: string
-      description: |
-        Mapping from canonical FireForm JSON paths to this template's field names.
-        Key = canonical path (e.g. "fire.cause_category"), value = template field name.
     source_standard:
       type: string
       nullable: true
@@ -65,7 +63,7 @@ CreateTemplateRequest:
     pdf_template_ref:
       type: string
       nullable: true
-      description: Reference to the PDF template file
+      description: Reference to the PDF template file the layout coordinates apply to
 
 Template:
   allOf:
@@ -136,9 +134,70 @@ TemplateField:
         type: string
       nullable: true
       description: Valid values for enum fields
-    canonical_mapping:
+    incident_mapping:
       type: string
-      description: JSON path in canonical FireForm schema this field maps from
+      nullable: true
+      description: |
+        JSON path in the FireForm incident schema this field pulls its value from
+        (e.g. "fire.cause_category"). Null for a static field. Exactly one of
+        incident_mapping or static_text is expected.
+    static_text:
+      type: string
+      nullable: true
+      description: |
+        Fixed text drawn into the field instead of a mapped value. Null for a
+        data-mapped field. Mutually exclusive with incident_mapping.
     default_value:
       nullable: true
-      description: Default value if canonical field is null
+      description: Default value if the mapped incident field is null
+    layout:
+      nullable: true
+      description: Visual placement of the field on the PDF. Null for fields with
+        no fixed position.
+      allOf:
+        - $ref: "#/TemplateFieldLayout"
+
+TemplateFieldLayout:
+  type: object
+  description: |
+    Visual placement of a field on the PDF page. Coordinates are in PDF points
+    with the origin at the bottom-left of the page, so the field box runs from
+    start = (x, y) to end = (x + width, y + height). The editor is responsible
+    for converting rendered-canvas pixels to PDF points before saving.
+  required:
+    - page
+    - x
+    - y
+    - width
+    - height
+  properties:
+    page:
+      type: integer
+      description: Zero-based page index
+    x:
+      type: number
+      description: Lower-left X of the box, in PDF points
+    y:
+      type: number
+      description: Lower-left Y of the box, in PDF points (origin bottom-left)
+    width:
+      type: number
+    height:
+      type: number
+    font:
+      type: string
+      default: Helvetica
+    font_size:
+      type: number
+      default: 10
+    color:
+      type: string
+      default: "#000000"
+      description: Hex color, e.g. "#000000"
+    align:
+      type: string
+      enum:
+        - left
+        - center
+        - right
+      default: left

From ae550fc91bcbaad219730587144b1b645e187e44 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 30 Jun 2026 18:04:40 +0530
Subject: [PATCH 63/85] added POST /api/v1/templates/pdf endpoint to upload the
 pdf first before template registry

---
 contracts/openapi.yaml        |   2 +
 contracts/path/templates.yaml | 100 ++++++++++++++++++++++++++++++++++
 2 files changed, 102 insertions(+)

diff --git a/contracts/openapi.yaml b/contracts/openapi.yaml
index 781c2217..c6c0c1f5 100644
--- a/contracts/openapi.yaml
+++ b/contracts/openapi.yaml
@@ -86,6 +86,8 @@ paths:
     $ref: "path/templates.yaml#/template_by_id"
   /api/v1/templates/{template_id}/fields:
     $ref: "path/templates.yaml#/template_fields"
+  /api/v1/templates/pdf:
+    $ref: "path/templates.yaml#/templates_pdf"
 
   # ── Layer 7: System ────────────────────────────────────────────
   /api/v1/health:
diff --git a/contracts/path/templates.yaml b/contracts/path/templates.yaml
index 563ae465..c2621cac 100644
--- a/contracts/path/templates.yaml
+++ b/contracts/path/templates.yaml
@@ -4,6 +4,7 @@
 # POST /api/v1/templates
 # PUT /api/v1/templates/{template_id}
 # GET /api/v1/templates/{template_id}/fields
+# POST /api/v1/templates/pdf
 
 templates:
   get:
@@ -304,3 +305,102 @@ template_fields:
           application/json:
             schema:
               $ref: "../schemas/common.yaml#/ErrorResponse"
+
+templates_pdf:
+  post:
+    operationId: uploadTemplatePdf
+    summary: Upload a blank PDF for a template before defining its fields
+    description: |
+      Uploads the blank agency PDF that a template's field coordinates will be
+      written onto, and returns a `pdf_template_ref` plus the page geometry.
+
+      This is the first step of the template-authoring flow. The visual editor
+      renders the returned pages, the user draws a box per field, and the box
+      coordinates become each field's `layout`. The resulting `pdf_template_ref`
+      is then sent in the `POST /api/v1/templates` body. Upload precedes create
+      because the layout coordinates only have meaning relative to this PDF.
+
+      Page dimensions are returned in PDF points (1/72 inch, origin bottom-left)
+      so the editor can map canvas positions to the same coordinate system the
+      `layout` fields use.
+    tags:
+      - templates
+    requestBody:
+      required: true
+      content:
+        multipart/form-data:
+          schema:
+            type: object
+            required:
+              - pdf_file
+            properties:
+              pdf_file:
+                type: string
+                format: binary
+                description: Blank fillable or flat PDF form. Max 50MB.
+    responses:
+      "201":
+        description: PDF stored and ready to be referenced by a template
+        content:
+          application/json:
+            schema:
+              type: object
+              required:
+                - pdf_template_ref
+                - original_filename
+                - page_count
+                - pages
+              properties:
+                pdf_template_ref:
+                  type: string
+                  description: Opaque reference to the stored PDF, passed back in
+                    the template body as pdf_template_ref
+                original_filename:
+                  type: string
+                page_count:
+                  type: integer
+                pages:
+                  type: array
+                  description: Per-page geometry in PDF points, index 0 = first page
+                  items:
+                    type: object
+                    required:
+                      - page
+                      - width
+                      - height
+                    properties:
+                      page:
+                        type: integer
+                      width:
+                        type: number
+                      height:
+                        type: number
+            example:
+              pdf_template_ref: "templates/uploads/550e8400-e29b-41d4-a716-446655440080.pdf"
+              original_filename: "texas_sfm_incident.pdf"
+              page_count: 2
+              pages:
+                - page: 0
+                  width: 612.0
+                  height: 792.0
+                - page: 1
+                  width: 612.0
+                  height: 792.0
+      "400":
+        description: Missing file or malformed multipart request
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "413":
+        description: PDF exceeds the maximum allowed size
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"
+      "415":
+        description: Uploaded file is not a valid PDF
+        content:
+          application/json:
+            schema:
+              $ref: "../schemas/common.yaml#/ErrorResponse"

From 1cfddad3dbde972503dea2534bbe976b098de970 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 30 Jun 2026 23:57:41 +0530
Subject: [PATCH 64/85] fix(contract): align zipcode paths and api tags with
 backend /docs. Related to #599

---
 contracts/openapi.yaml      | 12 ++++++------
 contracts/path/weather.yaml |  2 +-
 contracts/path/zipcode.yaml |  2 +-
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/contracts/openapi.yaml b/contracts/openapi.yaml
index 781c2217..47c5a1cd 100644
--- a/contracts/openapi.yaml
+++ b/contracts/openapi.yaml
@@ -31,8 +31,10 @@ tags:
     description: Health checks, schema introspection, and system status
   - name: jobs
     description: Cross-cutting async job status polling
-  - name: external-apis
-    description: Integrations with external APIs (Weather, Zipcode)
+  - name: weather
+    description: Weather forecast lookup via external API
+  - name: zipcode
+    description: Address and postal code geocoding via external API
 
 paths:
   # ── Layer 1: Input ──────────────────────────────────────────────
@@ -102,7 +104,5 @@ paths:
   # ── Layer 9: External APIs ─────────────────────────────────────
   /api/v1/weather/forecast:
     $ref: "path/weather.yaml#/forecast"
-  /api/v1/zipcode/postal-code:
-    $ref: "path/zipcode.yaml#/postal_code"
-  /api/v1/zipcode/location:
-    $ref: "path/zipcode.yaml#/location"
+  /api/v1/zipcode/lookup-address:
+    $ref: "path/zipcode.yaml#/lookup_address"
diff --git a/contracts/path/weather.yaml b/contracts/path/weather.yaml
index ff56d935..601911bd 100644
--- a/contracts/path/weather.yaml
+++ b/contracts/path/weather.yaml
@@ -5,7 +5,7 @@ forecast:
       Fetch hourly weather data for the given location and date range.
       Coordinates must be provided as decimal degrees (e.g. `40.7128` for latitude, `-74.0060` for longitude).
     tags:
-      - external-apis
+      - weather
     parameters:
       - name: latitude
         in: query
diff --git a/contracts/path/zipcode.yaml b/contracts/path/zipcode.yaml
index dcc22c40..a3480171 100644
--- a/contracts/path/zipcode.yaml
+++ b/contracts/path/zipcode.yaml
@@ -7,7 +7,7 @@ lookup_address:
       place name, state, county, and country.
       The list is ordered by relevance (most relevant first, up to 10 results).
     tags:
-      - external-apis
+      - zipcode
     parameters:
       - name: address
         in: query

From 30c71fd3bd18236b98b156d0f4aabded3ebdcb0d Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Tue, 30 Jun 2026 23:59:43 +0530
Subject: [PATCH 65/85] feat: add make docs to render OpenAPI contracts as
 Swagger

---
 Makefile | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/Makefile b/Makefile
index a4730961..fd8a6947 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean status ready-banner sync
+.PHONY: help init fireform build up down logs logs-app logs-ollama shell pull-model test clean super-clean status ready-banner sync docs
 
 COMPOSE     = docker compose -f docker/dev/compose.yml --env-file docker/.env.dev
 ENV_DEV     = docker/.env.dev
@@ -31,6 +31,7 @@ help:
 	@echo "make shell        - Open shell in running app container"
 	@echo "make pull-model   - Pull Ollama model from .env.dev ($(OLLAMA_MODEL))"
 	@echo "make test         - Run test suite"
+	@echo "make docs         - Serve interactive API docs from the OpenAPI contract"
 	@echo "make migrate      - Run pending Alembic migrations"
 	@echo "make migration    - Generate new migration (msg='description')"
 	@echo "make clean        - Stop containers (preserves volumes)"
@@ -105,6 +106,10 @@ pull-model:
 test:
 	@$(COMPOSE) exec -T app python3 -m pytest tests/ -v
 
+docs:
+	@echo "Serving Swagger UI from contracts/openapi.yaml at http://localhost:8088"
+	@npx --yes swagger-ui-watcher contracts/openapi.yaml --port 8088
+
 migrate:
 	@$(COMPOSE) exec -T app alembic upgrade head
 

From c0fc959c55443dd4999aa69007d34e005504b9ac Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Wed, 1 Jul 2026 01:06:47 +0530
Subject: [PATCH 66/85] restricted path to python code and tests workflows.
 Fixes #602

---
 .github/workflows/tests.yml | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 9f0b366c..281b6b16 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -2,9 +2,19 @@ name: Tests
 
 on:
   push:
-    branches: [main]
+    branches: [main,development]
+    paths:
+      - '**.py'
+      - 'requirements.txt'
+      - 'alembic.ini'
+      - '.github/workflows/tests.yml'
   pull_request:
     branches: [main,development]
+    paths:
+      - '**.py'
+      - 'requirements.txt'
+      - 'alembic.ini'
+      - '.github/workflows/tests.yml'
 
 jobs:
   test:

From b1ef2c75d597bd697b508dd6b85d36a0a254e40e Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 2 Jul 2026 19:51:32 +0530
Subject: [PATCH 67/85] fix: resolve lint error

---
 app/services/input.py  | 2 +-
 tests/conftest.py      | 1 -
 tests/test_deletion.py | 5 -----
 tests/test_v1_input.py | 1 -
 tests/test_v1_voice.py | 1 -
 5 files changed, 1 insertion(+), 9 deletions(-)

diff --git a/app/services/input.py b/app/services/input.py
index 1aa28924..bdd51c43 100644
--- a/app/services/input.py
+++ b/app/services/input.py
@@ -3,7 +3,7 @@
 from sqlmodel import Session
 
 from app.api.schemas.enums import InputStatus, InputType
-from app.core.config import AUDIO_CONTENT_TYPES, AUDIO_DIR
+from app.core.config import AUDIO_DIR
 from app.db.repositories import create_input, create_job, update_job
 from app.models import Input, Job
 from app.tasks.transcribe import transcribe_audio_task
diff --git a/tests/conftest.py b/tests/conftest.py
index ab4370c3..62fae518 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -14,7 +14,6 @@
 
 from app.main import app
 from app.api.deps import get_db
-from app.core.config import API_PREFIX  # single source of truth for all tests
 from app.models import Template, FormSubmission, Job, Input, Extraction, Incident, Form, Report  # noqa: F401 — registers tables
 
 # ---------------------------------------------------------------------------
diff --git a/tests/test_deletion.py b/tests/test_deletion.py
index 5c39e431..4c38ebb5 100644
--- a/tests/test_deletion.py
+++ b/tests/test_deletion.py
@@ -2,10 +2,7 @@
 POST /api/v1/forms/purge, and API-key access control.
 """
 
-import io
 from datetime import datetime, timedelta, timezone
-from pathlib import Path
-from unittest.mock import patch
 
 import pytest
 
@@ -90,7 +87,6 @@ def test_delete_template_deletes_submission_output_pdfs(self, client, db, tmp_pa
         out_pdf.write_bytes(b"%PDF-1.4 filled")
 
         tpl_id = _seed_template(client, pdf_path="tpl.pdf")
-        sub_id = _seed_submission(db, tpl_id, output_pdf_path="filled.pdf")
 
         client.delete(f"{API_PREFIX}/templates/{tpl_id}")
         assert not out_pdf.exists()
@@ -249,7 +245,6 @@ def test_purge_requires_key_when_set(self, client):
         assert resp.status_code == 401
 
     def test_purge_with_valid_key(self, client, db):
-        tpl_id = _seed_template(client)
         resp = client.post(
             f"{API_PREFIX}/forms/purge?days=30",
             headers={"X-API-Key": "secret-test-key"},
diff --git a/tests/test_v1_input.py b/tests/test_v1_input.py
index 1a00b1c5..a73f0487 100644
--- a/tests/test_v1_input.py
+++ b/tests/test_v1_input.py
@@ -4,7 +4,6 @@
 Whisper involvement — text input is fully synchronous.
 """
 
-import pytest
 
 TEXT_URL = "/api/v1/input/text"
 INPUT_URL = "/api/v1/input"
diff --git a/tests/test_v1_voice.py b/tests/test_v1_voice.py
index 1ae2ab09..3c512a52 100644
--- a/tests/test_v1_voice.py
+++ b/tests/test_v1_voice.py
@@ -5,7 +5,6 @@
 """
 
 import io
-import pytest
 from pathlib import Path
 from unittest.mock import MagicMock, patch
 

From de775077e0cf43ad1d57e832ce7f9355642d88e5 Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 2 Jul 2026 20:06:49 +0530
Subject: [PATCH 68/85] fix: include development branch in lint workflow

---
 .github/workflows/lint.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 97bd836b..22edb610 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -2,9 +2,9 @@ name: Lint
 
 on:
   push:
-    branches: [main]
+    branches: [main,development]
   pull_request:
-    branches: [main]
+    branches: [main,development]
 
 jobs:
   lint:

From ed4dbda396fe096c6f6bd827a15233fde697166a Mon Sep 17 00:00:00 2001
From: chetanr25 <chetan250204@gmail.com>
Date: Thu, 2 Jul 2026 20:21:03 +0530
Subject: [PATCH 69/85] test: fix template deletion cleanup test

---
 tests/test_deletion.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/test_deletion.py b/tests/test_deletion.py
index 4c38ebb5..0d036dcb 100644
--- a/tests/test_deletion.py
+++ b/tests/test_deletion.py
@@ -87,6 +87,7 @@ def test_delete_template_deletes_submission_output_pdfs(self, client, db, tmp_pa
         out_pdf.write_bytes(b"%PDF-1.4 filled")
 
         tpl_id = _seed_template(client, pdf_path="tpl.pdf")
+        _seed_submission(db, tpl_id, output_pdf_path="filled.pdf")
 
         client.delete(f"{API_PREFIX}/templates/{tpl_id}")
         assert not out_pdf.exists()

From fd575835ce8a308d83705a6e885ef193475ad36a Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Sat, 1 Aug 2026 12:18:36 +0200
Subject: [PATCH 70/85] feat: :sparkles: first implementation of the benchmark,
 including from little database to accuracy validators

---
 .github/workflows/benchmark.yml               |  57 +++++
 benchmark/README.md                           |  22 ++
 benchmark/benchmark_report.json               | 240 ++++++++++++++++++
 benchmark/compare_benchmarks.py               |  44 ++++
 benchmark/datasets/ground_truth/ics201_1.json | 221 ++++++++++++++++
 benchmark/datasets/ground_truth/ics202_1.json |  49 ++++
 benchmark/datasets/narratives/ics201_1.txt    |  13 +
 benchmark/datasets/narratives/ics202_1.txt    |   9 +
 benchmark/datasets/templates/ics_201.json     |  62 +++++
 benchmark/datasets/templates/ics_202.json     |  38 +++
 benchmark/evaluators/accuracy.py              |  75 ++++++
 benchmark/pipelines/base.py                   |  17 ++
 benchmark/pipelines/pipeline.py               |  53 ++++
 benchmark/runners/runner.py                   |  86 +++++++
 benchmark/test_benchmark.py                   |  26 ++
 15 files changed, 1012 insertions(+)
 create mode 100644 .github/workflows/benchmark.yml
 create mode 100644 benchmark/README.md
 create mode 100644 benchmark/benchmark_report.json
 create mode 100644 benchmark/compare_benchmarks.py
 create mode 100644 benchmark/datasets/ground_truth/ics201_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics202_1.json
 create mode 100644 benchmark/datasets/narratives/ics201_1.txt
 create mode 100644 benchmark/datasets/narratives/ics202_1.txt
 create mode 100644 benchmark/datasets/templates/ics_201.json
 create mode 100644 benchmark/datasets/templates/ics_202.json
 create mode 100644 benchmark/evaluators/accuracy.py
 create mode 100644 benchmark/pipelines/base.py
 create mode 100644 benchmark/pipelines/pipeline.py
 create mode 100644 benchmark/runners/runner.py
 create mode 100644 benchmark/test_benchmark.py

diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
new file mode 100644
index 00000000..137976e7
--- /dev/null
+++ b/.github/workflows/benchmark.yml
@@ -0,0 +1,57 @@
+name: Run Pipeline Benchmark
+
+on:
+  pull_request:
+    branches: [ main, development ]
+
+jobs:
+  benchmark:
+    runs-on: ubuntu-latest
+
+    services:
+      ollama:
+        image: ollama/ollama:latest
+        ports:
+          - 11434:11434
+
+    steps:
+      - name: Checkout PR Branch
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+          cache: 'pip'
+
+      - name: Install dependencies
+        run: |
+          pip install -r requirements.txt
+          pip install pytest
+
+      - name: Run PR Branch Benchmark
+        run: |
+          pytest benchmark/test_benchmark.py -v
+          mv benchmark/benchmark_report.json branch_report.json
+
+      - name: Checkout Target Branch
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.base_ref }}
+          clean: false
+
+      - name: Run Target Branch Benchmark
+        run: |
+          pytest benchmark/test_benchmark.py -v
+          mv benchmark/benchmark_report.json target_report.json
+
+      - name: Compare Benchmarks
+        id: compare
+        run: |
+          python benchmark/compare_benchmarks.py branch_report.json target_report.json > comparison.md
+          cat comparison.md
+
+      - name: Comment PR with results
+        uses: thollander/actions-comment-pull-request@v3
+        with:
+          filePath: comparison.md
diff --git a/benchmark/README.md b/benchmark/README.md
new file mode 100644
index 00000000..b1e52701
--- /dev/null
+++ b/benchmark/README.md
@@ -0,0 +1,22 @@
+# FireForm Extraction Pipeline Benchmarking Suite
+
+This module contains the infrastructure to evaluate and compare different extraction pipelines across branches.
+
+## Structure
+- `/datasets/`: Contains the evaluation narratives, ground truth JSON outputs, and form template schema descriptors.
+- `/evaluators/`: Defines custom comparison metrics (fuzzy matching, exact matching).
+- `/runners/`: Executable scripts to run pipelines against datasets.
+- `test_benchmark.py`: Pytest suite to run the evaluation dynamically on whichever pipeline is checked out.
+- `compare_benchmarks.py`: Tool to format a markdown diff report comparing two output JSON report files.
+
+## Running Locally
+Install test requirements:
+```bash
+pip install pytest
+```
+
+Execute the local benchmark:
+```bash
+pytest benchmark/test_benchmark.py -v -s
+```
+This produces `benchmark/benchmark_report.json` containing metrics (accuracy, latency) and full result logs.
diff --git a/benchmark/benchmark_report.json b/benchmark/benchmark_report.json
new file mode 100644
index 00000000..59940265
--- /dev/null
+++ b/benchmark/benchmark_report.json
@@ -0,0 +1,240 @@
+{
+  "pipeline_name": "Pipeline_2026-07-08_13h_09m_20s",
+  "metrics": {
+    "total_latency_seconds": 2.1457672119140625e-06,
+    "average_accuracy": 0.0
+  },
+  "results": [
+    {
+      "case_id": "ics201_1",
+      "latency_seconds": 9.5367431640625e-07,
+      "accuracy_score": 0.0,
+      "extracted_fields": {},
+      "ground_truth": {
+        "1_incident_name": "Whispering Pines Derailment",
+        "2_incident_number": "US-EPA-R4-2026-0707",
+        "3_date_time_initiated": {
+          "date": "07/07/2026",
+          "time": "06:30"
+        },
+        "4_map_sketch": {
+          "total_area_of_operations": "1.5-mile radius from the intersection of CSX Rail Milepost 142.5 and Highway 411",
+          "incident_site_area": "Rail Milepost 142.5; 7 cars derailed; Car #14 breached and leaking Benzene; Car #15 LPG threatened by fire",
+          "impacted_areas": "500 meters downstream of Whispering Pines Creek actively sheening; air monitoring shows elevated VOCs within 300 feet downwind East",
+          "threatened_areas": "Whispering Pines Municipal Water Intake (2 miles downstream); Whispering Pines Nature Reserve Wetlands (1 mile downstream)",
+          "overflight_results": "Drone mapping downstream sheen trajectory and pinpointing structural damage to Car #14",
+          "trajectories": "Plume traveling East-Southeast at 5 mph; water containment trajectory moving at 1.5 knots East",
+          "impacted_shorelines": "Whispering Pines Creek banks",
+          "graphics_and_symbology": "North at top, showing County Line Road, Creek Road, Highway 411, CSX Rail Line, Staging Area at County Fairgrounds, and Boom locations 1 and 2"
+        },
+        "5_situation_summary_health_safety_briefing": {
+          "situation_summary": "At 05:45 hours, a CSX freight train suffered a mechanical failure leading to the derailment of 7 cars. Car #14 is breached, leaking Benzene into Whispering Pines Creek at an estimated rate of 20 gpm. A secondary brush fire (~0.5 acres) is burning adjacent to an intact LPG tank car. Local residential evacuation of a 0.5-mile downwind radius is underway.",
+          "health_and_safety_hazards": "Benzene exposure (carcinogen, vapor hazard, inhalation/dermal risk), flash fire hazard from pooling product, heavy machinery/rail movement, heat stress (88\u00b0F), and uneven terrain near the creek bed.",
+          "necessary_measures": "Isolate and deny entry with a 300-foot Exclusion Zone; continuous air monitoring for LEL, O2, and PID; Level B PPE (SCBA + chemical-resistant clothing) for Hot Zone, Level C for warm zone (<1 ppm VOCs); full structural turnout gear with SCBA for fire personnel; establish a formal wet-decon corridor at the Warm/Cold zone interface."
+        },
+        "6_prepared_by": {
+          "name": "Marcus Vance",
+          "position_title": "Planning Section Chief (Initial)",
+          "signature": "Marcus Vance",
+          "date_time": "07/07/2026 08:00"
+        },
+        "7_current_and_planned_objectives": [
+          "Ensure the life safety of all emergency responders and the public within the affected perimeter by 09:00 hours.",
+          "Complete evacuation of the 0.5-mile downwind hazard zone by 09:30 hours.",
+          "Suppress the brush fire adjacent to the LPG tank car to prevent thermal impingement by 10:00 hours.",
+          "Deploy containment and deflection booming across Whispering Pines Creek at designated points to prevent downstream migration to the municipal water intake.",
+          "Establish a Unified Command structure involving Federal, State, Local, and Responsible Party entities by 10:30 hours."
+        ],
+        "8_current_and_planned_actions_strategies_tactics": [
+          {
+            "time": "06:00",
+            "actions": "Initial dispatch of County Fire and Sheriff Dept. Exclusion zone established at 500 feet."
+          },
+          {
+            "time": "06:15",
+            "actions": "Command established by Fire Chief Thomas. Notification sent to State DEQ, EPA, and CSX Railroad."
+          },
+          {
+            "time": "06:45",
+            "actions": "Sheriff Dept begins door-to-door mandatory evacuations of 45 homes within the downwind path."
+          },
+          {
+            "time": "07:15",
+            "actions": "Hazmat Team 1 arrives. Begins setting up air monitoring perimeter and evaluating tank car integrity."
+          },
+          {
+            "time": "07:30",
+            "actions": "Engine 41 and Tanker 5 begin defensive fire suppression on the right-of-way brush fire using foam blankets."
+          },
+          {
+            "time": "07:45",
+            "actions": "State DEQ and CSX advance response teams arrive on scene. Initiated creek booming strategy."
+          },
+          {
+            "time": "08:15",
+            "actions": "Planned: Deploy Spill Response Team to install 500 feet of deflection boom at Boom Site 1."
+          },
+          {
+            "time": "08:45",
+            "actions": "Planned: Initiate drone overflight to map downstream sheen trajectory and pinpoint structural damage to Car #14."
+          },
+          {
+            "time": "09:30",
+            "actions": "Planned: Complete transition from Local Command to Unified Command at the designated Mobile Command Post."
+          }
+        ],
+        "9_current_organization": {
+          "incident_commanders": [
+            "Chief J. Thomas (County Fire)",
+            "S. Albright (State DEQ)",
+            "D. Miller (CSX Railroad RP)"
+          ],
+          "safety_officer": "Captain R. Mendez",
+          "public_information_officer": "A. Cho (County)",
+          "liaison_officer": "Inspector G. Sims (SO)",
+          "operations_section_chief": "B. Reynolds (State)",
+          "planning_section_chief": "Marcus Vance",
+          "logistics_section_chief": "K. Dunavan",
+          "finance_administration_section_chief": "",
+          "additional_positions": [
+            {
+              "position": "Hazmat Group Supervisor",
+              "name": "Lt. T. Kincaid (Regional Team 1)"
+            },
+            {
+              "position": "Fire Suppression Division Commander",
+              "name": "Batt. Chief E. Walters"
+            }
+          ]
+        },
+        "10_resource_summary": [
+          {
+            "resource": "Hazmat Type 1",
+            "resource_identifier": "Regional Hazmat Team 1",
+            "date_time_ordered": "07/07/2026 06:00",
+            "eta": "07:00",
+            "arrived": true,
+            "notes": "Positioned at Cold Zone boundary. Conducting air monitoring and plugging entry."
+          },
+          {
+            "resource": "Engine Co.",
+            "resource_identifier": "County Engine 41",
+            "date_time_ordered": "07/07/2026 05:48",
+            "eta": "06:00",
+            "arrived": true,
+            "notes": "Assigned to Fire Suppression Division. Suppressing brush fire near rail line."
+          },
+          {
+            "resource": "Engine Co.",
+            "resource_identifier": "County Engine 45",
+            "date_time_ordered": "07/07/2026 05:48",
+            "eta": "06:05",
+            "arrived": true,
+            "notes": "Providing water supply support to Engine 41."
+          },
+          {
+            "resource": "Water Tender",
+            "resource_identifier": "County Tanker 5",
+            "date_time_ordered": "07/07/2026 06:02",
+            "eta": "06:20",
+            "arrived": true,
+            "notes": "Supplying continuous water flow for foam application."
+          },
+          {
+            "resource": "Law Enforcement",
+            "resource_identifier": "County Sheriff (4 Units)",
+            "date_time_ordered": "07/07/2026 05:48",
+            "eta": "05:55",
+            "arrived": true,
+            "notes": "Establishing traffic control points, roadblocks on Creek Rd, and evacuating residents."
+          },
+          {
+            "resource": "Spill Contractor",
+            "resource_identifier": "HEPACO Spill Team A",
+            "date_time_ordered": "07/07/2026 06:45",
+            "eta": "08:15",
+            "arrived": false,
+            "notes": "En route with 1,000 ft containment boom and vacuum trucks. Assigned to Ops / Creek booming."
+          },
+          {
+            "resource": "UAS (Drone)",
+            "resource_identifier": "State DEQ Drone Unit 1",
+            "date_time_ordered": "07/07/2026 07:10",
+            "eta": "08:30",
+            "arrived": false,
+            "notes": "En route. Will launch from Staging Area to provide real-time thermal imaging and plume visuals."
+          },
+          {
+            "resource": "Ambulance",
+            "resource_identifier": "County EMS Unit 12",
+            "date_time_ordered": "07/07/2026 06:00",
+            "eta": "06:12",
+            "arrived": true,
+            "notes": "Standing by at Rehab/Staging for emergency medical support or responder heat issues."
+          },
+          {
+            "resource": "Vacuum Truck",
+            "resource_identifier": "CSX Contractor TechRad",
+            "date_time_ordered": "07/07/2026 07:15",
+            "eta": "09:30",
+            "arrived": false,
+            "notes": "Ordered by Responsible Party for offloading breached car contents once stable."
+          }
+        ]
+      }
+    },
+    {
+      "case_id": "ics202_1",
+      "latency_seconds": 1.1920928955078125e-06,
+      "accuracy_score": 0.0,
+      "extracted_fields": {},
+      "ground_truth": {
+        "1_incident_name": "Whispering Pines Derailment",
+        "2_operational_period": {
+          "date_from": "07/07/2026",
+          "date_to": "07/08/2026",
+          "time_from": "18:00",
+          "time_to": "06:00"
+        },
+        "3_objectives": [
+          "Maintain a zero-incident safety record for all response personnel by enforcing mandatory air monitoring and strict personal protective equipment compliance throughout the entirety of the night shift.",
+          "Deploy an additional five hundred feet of underflow and sorbent booming at designated downstream check-points on Whispering Pines Creek by 22:00 hours to intercept any escaping Benzene sheen.",
+          "Complete the structural stabilization and grounding of the breached Car #14 by 01:00 hours to prepare the vessel for safe product offloading.",
+          "Establish a continuous, telemetry-linked vapor monitoring perimeter around the eastern residential boundary by 20:00 hours to guarantee community safety.",
+          "Finalize the morning resource allocation and shift rotation plan by 04:00 hours to ensure seamless operational continuity."
+        ],
+        "4_operational_period_command_emphasis": "Place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap hazardous vapors closer to the ground. Command explicitly prioritizes the safety of the hazardous materials entry teams working in low-visibility conditions near the creek bed over speed of recovery.",
+        "general_situational_awareness": "The local weather forecast predicts clearing skies with a significant ambient temperature drop to 62\u00b0F by midnight, accompanied by winds shifting from the Northwest at three to five miles per hour. This wind shift introduces a critical safety warning regarding the potential accumulation of heavy Benzene vapors in low-lying drainage ditches and creek pockets east of the derailment site. Field crews are issued a universal safety message to remain highly vigilant for low-visibility hazards, uneven muddy terrain along the banks, and potential wildlife hazards native to the adjacent wetlands.",
+        "5_site_safety_plan_required": true,
+        "approved_site_safety_plans_located_at": "Mobile Command Post inside the Forward Operations Briefing Trailer",
+        "6_incident_action_plan_attachments": {
+          "ics_203": true,
+          "ics_204": true,
+          "ics_205": true,
+          "ics_205a": false,
+          "ics_206": true,
+          "ics_207": false,
+          "ics_208": true,
+          "map_chart": true,
+          "weather_forecast_tides_currents": true,
+          "other_attachments": [
+            "EPA Plume Trajectory Analysis Sheet",
+            "CSX Tank Car Cargo Manifest"
+          ]
+        },
+        "7_prepared_by": {
+          "name": "Marcus Vance",
+          "position_title": "Planning Section Chief",
+          "signature": "Marcus Vance",
+          "date_time": "07/07/2026 16:30"
+        },
+        "8_approved_by_incident_commander": {
+          "name": "Chief J. Thomas",
+          "signature": "Chief J. Thomas",
+          "date_time": "07/07/2026 17:00"
+        },
+        "iap_page_number": "1"
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/benchmark/compare_benchmarks.py b/benchmark/compare_benchmarks.py
new file mode 100644
index 00000000..256d28dd
--- /dev/null
+++ b/benchmark/compare_benchmarks.py
@@ -0,0 +1,44 @@
+import json
+import os
+import sys
+
+def main():
+    if len(sys.argv) < 3:
+        print("Usage: python compare_benchmarks.py <branch_report.json> <target_report.json>")
+        sys.exit(1)
+
+    branch_file = sys.argv[1]
+    target_file = sys.argv[2]
+
+    if not os.path.exists(branch_file) or not os.path.exists(target_file):
+        print(f"Error: One or both files do not exist: {branch_file}, {target_file}")
+        sys.exit(1)
+
+    with open(branch_file, "r") as f:
+        branch_data = json.load(f)
+
+    with open(target_file, "r") as f:
+        target_data = json.load(f)
+
+    b_metrics = branch_data.get("metrics", {})
+    t_metrics = target_data.get("metrics", {})
+
+    b_acc = b_metrics.get("average_accuracy", 0.0)
+    t_acc = t_metrics.get("average_accuracy", 0.0)
+
+    b_lat = b_metrics.get("total_latency_seconds", 0.0)
+    t_lat = t_metrics.get("total_latency_seconds", 0.0)
+
+    # Format Markdown comparison
+    markdown = f"""
+## Pipeline Benchmark Comparison Report
+
+| Metric | Target Branch ({target_data.get('pipeline_name', 'Unknown')}) | PR Branch ({branch_data.get('pipeline_name', 'Unknown')}) | Difference |
+|---|---|---|---|
+| **Average Accuracy** | {t_acc:.2%} | {b_acc:.2%} | {b_acc - t_acc:+.2%} |
+| **Total Latency** | {t_lat:.2f}s | {b_lat:.2f}s | {b_lat - t_lat:+.2f}s |
+"""
+    print(markdown)
+
+if __name__ == "__main__":
+    main()
diff --git a/benchmark/datasets/ground_truth/ics201_1.json b/benchmark/datasets/ground_truth/ics201_1.json
new file mode 100644
index 00000000..ff15a1b3
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_1.json
@@ -0,0 +1,221 @@
+{
+    "ics_201_ground_truth": {
+        "1_incident_name": "Whispering Pines Derailment",
+        "2_incident_number": "US-EPA-R4-2026-0707",
+        "3_date_time_initiated": {
+            "date": "07/07/2026",
+            "time": "06:30"
+        },
+        "4_map_sketch": {
+            "total_area_of_operations": "1.5-mile radius from the intersection of CSX Rail Milepost 142.5 and Highway 411",
+            "incident_site_area": "Rail Milepost 142.5; 7 cars derailed; Car #14 breached and leaking Benzene; Car #15 LPG threatened by fire",
+            "impacted_areas": "500 meters downstream of Whispering Pines Creek actively sheening; air monitoring shows elevated VOCs within 300 feet downwind East",
+            "threatened_areas": "Whispering Pines Municipal Water Intake (2 miles downstream); Whispering Pines Nature Reserve Wetlands (1 mile downstream)",
+            "overflight_results": "Drone mapping downstream sheen trajectory and pinpointing structural damage to Car #14",
+            "trajectories": "Plume traveling East-Southeast at 5 mph; water containment trajectory moving at 1.5 knots East",
+            "impacted_shorelines": "Whispering Pines Creek banks",
+            "graphics_and_symbology": "North at top, showing County Line Road, Creek Road, Highway 411, CSX Rail Line, Staging Area at County Fairgrounds, and Boom locations 1 and 2"
+        },
+        "5_situation_summary_health_safety_briefing": {
+            "situation_summary": "At 05:45 hours, a CSX freight train suffered a mechanical failure leading to the derailment of 7 cars. Car #14 is breached, leaking Benzene into Whispering Pines Creek at an estimated rate of 20 gpm. A secondary brush fire (~0.5 acres) is burning adjacent to an intact LPG tank car. Local residential evacuation of a 0.5-mile downwind radius is underway.",
+            "health_and_safety_hazards": "Benzene exposure (carcinogen, vapor hazard, inhalation/dermal risk), flash fire hazard from pooling product, heavy machinery/rail movement, heat stress (88°F), and uneven terrain near the creek bed.",
+            "necessary_measures": "Isolate and deny entry with a 300-foot Exclusion Zone; continuous air monitoring for LEL, O2, and PID; Level B PPE (SCBA + chemical-resistant clothing) for Hot Zone, Level C for warm zone (<1 ppm VOCs); full structural turnout gear with SCBA for fire personnel; establish a formal wet-decon corridor at the Warm/Cold zone interface."
+        },
+        "6_prepared_by": {
+            "name": "Marcus Vance",
+            "position_title": "Planning Section Chief (Initial)",
+            "signature": "Marcus Vance",
+            "date_time": "07/07/2026 08:00"
+        },
+        "7_current_and_planned_objectives": [
+            "Ensure the life safety of all emergency responders and the public within the affected perimeter by 09:00 hours.",
+            "Complete evacuation of the 0.5-mile downwind hazard zone by 09:30 hours.",
+            "Suppress the brush fire adjacent to the LPG tank car to prevent thermal impingement by 10:00 hours.",
+            "Deploy containment and deflection booming across Whispering Pines Creek at designated points to prevent downstream migration to the municipal water intake.",
+            "Establish a Unified Command structure involving Federal, State, Local, and Responsible Party entities by 10:30 hours."
+        ],
+        "8_current_and_planned_actions_strategies_tactics": [
+            {
+                "time": "06:00",
+                "actions": "Initial dispatch of County Fire and Sheriff Dept. Exclusion zone established at 500 feet."
+            },
+            {
+                "time": "06:15",
+                "actions": "Command established by Fire Chief Thomas. Notification sent to State DEQ, EPA, and CSX Railroad."
+            },
+            {
+                "time": "06:45",
+                "actions": "Sheriff Dept begins door-to-door mandatory evacuations of 45 homes within the downwind path."
+            },
+            {
+                "time": "07:15",
+                "actions": "Hazmat Team 1 arrives. Begins setting up air monitoring perimeter and evaluating tank car integrity."
+            },
+            {
+                "time": "07:30",
+                "actions": "Engine 41 and Tanker 5 begin defensive fire suppression on the right-of-way brush fire using foam blankets."
+            },
+            {
+                "time": "07:45",
+                "actions": "State DEQ and CSX advance response teams arrive on scene. Initiated creek booming strategy."
+            },
+            {
+                "time": "08:15",
+                "actions": "Planned: Deploy Spill Response Team to install 500 feet of deflection boom at Boom Site 1."
+            },
+            {
+                "time": "08:45",
+                "actions": "Planned: Initiate drone overflight to map downstream sheen trajectory and pinpoint structural damage to Car #14."
+            },
+            {
+                "time": "09:30",
+                "actions": "Planned: Complete transition from Local Command to Unified Command at the designated Mobile Command Post."
+            }
+        ],
+        "9_current_organization": {
+            "incident_commanders": [
+                "Chief J. Thomas (County Fire)",
+                "S. Albright (State DEQ)",
+                "D. Miller (CSX Railroad RP)"
+            ],
+            "safety_officer": "Captain R. Mendez",
+            "public_information_officer": "A. Cho (County)",
+            "liaison_officer": "Inspector G. Sims (SO)",
+            "operations_section_chief": "B. Reynolds (State)",
+            "planning_section_chief": "Marcus Vance",
+            "logistics_section_chief": "K. Dunavan",
+            "finance_administration_section_chief": "",
+            "additional_positions": [
+                {
+                    "position": "Hazmat Group Supervisor",
+                    "name": "Lt. T. Kincaid (Regional Team 1)"
+                },
+                {
+                    "position": "Fire Suppression Division Commander",
+                    "name": "Batt. Chief E. Walters"
+                }
+            ]
+        },
+        "10_resource_summary": [
+            {
+                "resource": "Hazmat Type 1",
+                "resource_identifier": "Regional Hazmat Team 1",
+                "date_time_ordered": "07/07/2026 06:00",
+                "eta": "07:00",
+                "arrived": true,
+                "notes": "Positioned at Cold Zone boundary. Conducting air monitoring and plugging entry."
+            },
+            {
+                "resource": "Engine Co.",
+                "resource_identifier": "County Engine 41",
+                "date_time_ordered": "07/07/2026 05:48",
+                "eta": "06:00",
+                "arrived": true,
+                "notes": "Assigned to Fire Suppression Division. Suppressing brush fire near rail line."
+            },
+            {
+                "resource": "Engine Co.",
+                "resource_identifier": "County Engine 45",
+                "date_time_ordered": "07/07/2026 05:48",
+                "eta": "06:05",
+                "arrived": true,
+                "notes": "Providing water supply support to Engine 41."
+            },
+            {
+                "resource": "Water Tender",
+                "resource_identifier": "County Tanker 5",
+                "date_time_ordered": "07/07/2026 06:02",
+                "eta": "06:20",
+                "arrived": true,
+                "notes": "Supplying continuous water flow for foam application."
+            },
+            {
+                "resource": "Law Enforcement",
+                "resource_identifier": "County Sheriff (4 Units)",
+                "date_time_ordered": "07/07/2026 05:48",
+                "eta": "05:55",
+                "arrived": true,
+                "notes": "Establishing traffic control points, roadblocks on Creek Rd, and evacuating residents."
+            },
+            {
+                "resource": "Spill Contractor",
+                "resource_identifier": "HEPACO Spill Team A",
+                "date_time_ordered": "07/07/2026 06:45",
+                "eta": "08:15",
+                "arrived": false,
+                "notes": "En route with 1,000 ft containment boom and vacuum trucks. Assigned to Ops / Creek booming."
+            },
+            {
+                "resource": "UAS (Drone)",
+                "resource_identifier": "State DEQ Drone Unit 1",
+                "date_time_ordered": "07/07/2026 07:10",
+                "eta": "08:30",
+                "arrived": false,
+                "notes": "En route. Will launch from Staging Area to provide real-time thermal imaging and plume visuals."
+            },
+            {
+                "resource": "Ambulance",
+                "resource_identifier": "County EMS Unit 12",
+                "date_time_ordered": "07/07/2026 06:00",
+                "eta": "06:12",
+                "arrived": true,
+                "notes": "Standing by at Rehab/Staging for emergency medical support or responder heat issues."
+            },
+            {
+                "resource": "Vacuum Truck",
+                "resource_identifier": "CSX Contractor TechRad",
+                "date_time_ordered": "07/07/2026 07:15",
+                "eta": "09:30",
+                "arrived": false,
+                "notes": "Ordered by Responsible Party for offloading breached car contents once stable."
+            }
+        ]
+    },
+    "ics_202_ground_truth": {
+        "1_incident_name": "Whispering Pines Derailment",
+        "2_operational_period": {
+            "date_from": "07/07/2026",
+            "date_to": "07/08/2026",
+            "time_from": "18:00",
+            "time_to": "06:00"
+        },
+        "3_objectives": [
+            "Maintain a zero-incident safety record for all response personnel by enforcing mandatory air monitoring and strict personal protective equipment compliance throughout the entirety of the night shift.",
+            "Deploy an additional five hundred feet of underflow and sorbent booming at designated downstream check-points on Whispering Pines Creek by 22:00 hours to intercept any escaping Benzene sheen.",
+            "Complete the structural stabilization and grounding of the breached Car #14 by 01:00 hours to prepare the vessel for safe product offloading.",
+            "Establish a continuous, telemetry-linked vapor monitoring perimeter around the eastern residential boundary by 20:00 hours to guarantee community safety.",
+            "Finalize the morning resource allocation and shift rotation plan by 04:00 hours to ensure seamless operational continuity."
+        ],
+        "4_operational_period_command_emphasis": "Place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap hazardous vapors closer to the ground. Command explicitly prioritizes the safety of the hazardous materials entry teams working in low-visibility conditions near the creek bed over speed of recovery.",
+        "general_situational_awareness": "The local weather forecast predicts clearing skies with a significant ambient temperature drop to 62°F by midnight, accompanied by winds shifting from the Northwest at three to five miles per hour. This wind shift introduces a critical safety warning regarding the potential accumulation of heavy Benzene vapors in low-lying drainage ditches and creek pockets east of the derailment site. Field crews must remain highly vigilant for low-visibility hazards, uneven muddy terrain along the banks, and potential wildlife hazards native to the adjacent wetlands.",
+        "5_site_safety_plan_required": true,
+        "approved_site_safety_plans_located_at": "Mobile Command Post inside the Forward Operations Briefing Trailer",
+        "6_incident_action_plan_attachments": {
+            "ics_203": true,
+            "ics_204": true,
+            "ics_205": true,
+            "ics_205a": false,
+            "ics_206": true,
+            "ics_207": false,
+            "ics_208": true,
+            "map_chart": true,
+            "weather_forecast_tides_currents": true,
+            "other_attachments": [
+                "EPA Plume Trajectory Analysis Sheet",
+                "CSX Tank Car Cargo Manifest"
+            ]
+        },
+        "7_prepared_by": {
+            "name": "Marcus Vance",
+            "position_title": "Planning Section Chief",
+            "signature": "Marcus Vance",
+            "date_time": "07/07/2026 16:30"
+        },
+        "8_approved_by_incident_commander": {
+            "name": "Chief J. Thomas",
+            "signature": "Chief J. Thomas",
+            "date_time": "07/07/2026 17:00"
+        },
+        "iap_page_number": "1"
+    }
+}
\ No newline at end of file
diff --git a/benchmark/datasets/ground_truth/ics202_1.json b/benchmark/datasets/ground_truth/ics202_1.json
new file mode 100644
index 00000000..f6fc17d9
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics202_1.json
@@ -0,0 +1,49 @@
+{
+    "ics_202_ground_truth": {
+        "1_incident_name": "Whispering Pines Derailment",
+        "2_operational_period": {
+            "date_from": "07/07/2026",
+            "date_to": "07/08/2026",
+            "time_from": "18:00",
+            "time_to": "06:00"
+        },
+        "3_objectives": [
+            "Maintain a zero-incident safety record for all response personnel by enforcing mandatory air monitoring and strict personal protective equipment compliance throughout the entirety of the night shift.",
+            "Deploy an additional five hundred feet of underflow and sorbent booming at designated downstream check-points on Whispering Pines Creek by 22:00 hours to intercept any escaping Benzene sheen.",
+            "Complete the structural stabilization and grounding of the breached Car #14 by 01:00 hours to prepare the vessel for safe product offloading.",
+            "Establish a continuous, telemetry-linked vapor monitoring perimeter around the eastern residential boundary by 20:00 hours to guarantee community safety.",
+            "Finalize the morning resource allocation and shift rotation plan by 04:00 hours to ensure seamless operational continuity."
+        ],
+        "4_operational_period_command_emphasis": "Place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap hazardous vapors closer to the ground. Command explicitly prioritizes the safety of the hazardous materials entry teams working in low-visibility conditions near the creek bed over speed of recovery.",
+        "general_situational_awareness": "The local weather forecast predicts clearing skies with a significant ambient temperature drop to 62°F by midnight, accompanied by winds shifting from the Northwest at three to five miles per hour. This wind shift introduces a critical safety warning regarding the potential accumulation of heavy Benzene vapors in low-lying drainage ditches and creek pockets east of the derailment site. Field crews are issued a universal safety message to remain highly vigilant for low-visibility hazards, uneven muddy terrain along the banks, and potential wildlife hazards native to the adjacent wetlands.",
+        "5_site_safety_plan_required": true,
+        "approved_site_safety_plans_located_at": "Mobile Command Post inside the Forward Operations Briefing Trailer",
+        "6_incident_action_plan_attachments": {
+            "ics_203": true,
+            "ics_204": true,
+            "ics_205": true,
+            "ics_205a": false,
+            "ics_206": true,
+            "ics_207": false,
+            "ics_208": true,
+            "map_chart": true,
+            "weather_forecast_tides_currents": true,
+            "other_attachments": [
+                "EPA Plume Trajectory Analysis Sheet",
+                "CSX Tank Car Cargo Manifest"
+            ]
+        },
+        "7_prepared_by": {
+            "name": "Marcus Vance",
+            "position_title": "Planning Section Chief",
+            "signature": "Marcus Vance",
+            "date_time": "07/07/2026 16:30"
+        },
+        "8_approved_by_incident_commander": {
+            "name": "Chief J. Thomas",
+            "signature": "Chief J. Thomas",
+            "date_time": "07/07/2026 17:00"
+        },
+        "iap_page_number": "1"
+    }
+}
\ No newline at end of file
diff --git a/benchmark/datasets/narratives/ics201_1.txt b/benchmark/datasets/narratives/ics201_1.txt
new file mode 100644
index 00000000..a3d83038
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_1.txt
@@ -0,0 +1,13 @@
+### Whispering Pines Derailment Mockup Incident Briefing (ICS 201)
+
+The Whispering Pines Derailment incident, designated under incident number US-EPA-R4-2026-0707, was formally initiated on July 07, 2026, at 06:30 hours.
+
+The operational landscape, mapped with North oriented at the top of the page, encompasses a 1.5-mile radius centered around the intersection of CSX Rail Milepost 142.5 and Highway 411. Within this sector, County Line Road is completely closed to public traffic to secure the Staging Area established at the County Fairgrounds. The primary incident site is located at Rail Milepost 142.5, where seven freight cars (#12 through #18) have jackknifed. The actively impacted area includes Car #14, a breached tank car releasing a Class 3 flammable and toxic liquid (Benzene) directly into Whispering Pines Creek at an estimated rate of 20 gallons per minute, causing visible surface sheening extending 500 meters downstream. Local air monitoring indicates elevated Volatile Organic Compounds within a 300-foot downwind plume tracking East-Southeast at 5 miles per hour. The critical threatened areas downstream include the Whispering Pines Nature Reserve Wetlands one mile away and the Municipal Water Intake located two miles downstream. Trajectory modeling shows waterborne containment issues moving East at 1.5 knots, which commands immediate defensive booming actions.
+
+The situation summary reveals that the derailment occurred at 05:45 hours due to a mechanical rail car failure, sparking a secondary 0.5-acre brush fire in the right-of-way that directly threatens an adjacent, intact liquefied petroleum gas tank car. In response, a mandatory 0.5-mile residential evacuation is being executed by local law enforcement. The comprehensive health and safety briefing identifies primary hazards as toxic Benzene inhalation, dermal exposure risks, flash fires from pooling product, heavy machinery movement around compromised rail lines, responder heat stress in the ambient 88°F weather, and slip-and-trip hazards along the steep creek banks. To mitigate these risks, an immediate 300-foot Exclusion Zone has been established around the rail cars. Responders entering the Hot Zone for containment are strictly required to wear Level B personal protective equipment, including self-contained breathing apparatus and chemical-resistant clothing. Level C protection is authorized for warm zone booming teams only if continuous photoionization detector monitoring confirms volatile organic compound levels remain below 1 part per million. Firefighters must wear full structural turnout gear with self-contained breathing apparatus, and all personnel must pass through a formal wet decontamination corridor set up at the Warm-to-Cold zone interface before leaving the operational area. This section was officially prepared by Marcus Vance, serving as the Initial Planning Section Chief, on July 07, 2026, at 08:00 hours.
+
+The current and planned objectives focus heavily on safety and containment, aiming to ensure the life safety of all emergency responders and the public within the perimeter by 09:00 hours, complete the 0.5-mile downwind residential evacuation by 09:30 hours, suppress the brush fire near the liquefied petroleum gas car to eliminate thermal risks by 10:00 hours, deploy effective deflection and underflow containment booming across the creek to protect the water intake, and formally establish a Unified Command structure by 10:30 hours. The chronological strategy and tactics began at 06:00 hours with the initial dispatch of County Fire and Sheriff units and the setup of a 500-foot isolation perimeter. At 06:15 hours, local Fire Chief Thomas established command and notified the State Department of Environmental Quality, the Environmental Protection Agency, and CSX Railroad. By 06:45 hours, the Sheriff’s Department initiated door-to-door evacuations of 45 homes. At 07:15 hours, Regional Hazmat Team 1 arrived to deploy an air-monitoring grid and inspect the damaged tanks, followed at 07:30 hours by Engine 41 and Tanker 5 initiating defensive foam applications on the brush fire. By 07:45 hours, advance teams from the state environmental agency and the railroad arrived to finalize the water-containment strategy. Planned actions include deploying a specialized spill contractor to drop 500 feet of deflection boom at Boom Site 1 at 08:15 hours, launching a drone overflight at 08:45 hours to map downstream tracking, and completing the transition to a fully unified command at the Mobile Command Post at 09:30 hours. This programmatic operational strategy was compiled and signed by Planning Section Chief Marcus Vance on July 07, 2026, at 08:00 hours.
+
+The current command and general staff organization is structured as a Unified Command consisting of Chief J. Thomas from County Fire, S. Albright from the State Department of Environmental Quality, and D. Miller representing CSX Railroad as the Responsible Party. This command core is directly supported by Safety Officer Captain R. Mendez, Public Information Officer A. Cho representing the county, and Liaison Officer Inspector G. Sims from the Sheriff's Office. The General Staff is led by Operations Section Chief B. Reynolds from the state agency, Planning Section Chief Marcus Vance, and Logistics Section Chief K. Dunavan. Under the Operations Section, field execution is split into the Hazardous Materials Group, supervised by Lieutenant T. Kincaid of Regional Hazmat Team 1, and the Fire Suppression Division, commanded by Battalion Chief E. Walters. This organizational layout was logged and validated by Planning Section Chief Marcus Vance on July 07, 2026, at 08:00 hours.
+
+The resource summary details the specific assets allocated to stabilize the incident. Regional Hazmat Team 1, a Type 1 Hazardous Materials unit, was ordered at 06:00 hours, arrived on scene at 07:00 hours, and is currently positioned at the Cold Zone boundary conducting perimeter monitoring and plugging operations. County Engine 41 and County Engine 45 were both ordered at 05:48 hours, arriving at 06:00 hours and 06:05 hours respectively; Engine 41 is actively suppressing the brush fire while Engine 45 manages critical water supply lines. County Tanker 5, a water tender ordered at 06:02 hours, arrived at 06:20 hours and is providing continuous flow for foam application. Four law enforcement units from the County Sheriff arrived at 05:55 hours following a 05:48 hours dispatch and are running traffic checkpoints and roadblocks on Creek Road alongside evacuation duties. County EMS Unit 12 arrived at 06:12 hours after being ordered at 06:00 hours, standing by at the Staging Area for responder rehabilitation and medical backup. Several critical resources are currently en route: HEPACO Spill Team A was ordered at 06:45 hours with an estimated arrival of 08:15 hours to deploy 1,000 feet of containment boom and vacuum trucks; State DEQ Drone Unit 1 was ordered at 07:10 hours with an estimated arrival of 08:30 hours to provide aerial thermal imagery; and the CSX contractor vacuum truck TechRad was ordered at 07:15 hours with an estimated arrival of 09:30 hours to begin product offloading from the breached tank car once the scene stabilizes. This complete resource ledger was verified and signed by Planning Section Chief Marcus Vance on July 07, 2026, at 08:00 hours.
\ No newline at end of file
diff --git a/benchmark/datasets/narratives/ics202_1.txt b/benchmark/datasets/narratives/ics202_1.txt
new file mode 100644
index 00000000..a0af7cea
--- /dev/null
+++ b/benchmark/datasets/narratives/ics202_1.txt
@@ -0,0 +1,9 @@
+### Whispering Pines Derailment Incident Objectives (ICS 202)
+
+The Incident Objectives form, designated as ICS 202 for the Whispering Pines Derailment incident under tracking number US-EPA-R4-2026-0707, officially establishes the strategic blueprint for the upcoming operational period. This specific operational period is scheduled to run from July 07, 2026, at 18:00 hours through July 08, 2026, at 06:00 hours, marking the first critical night-shift rotation of the response.
+
+The core incident objectives for this twelve-hour window have been prioritized following the SMART model to ensure clear, action-oriented execution by field personnel. The primary objective is to maintain a zero-incident safety record for all response personnel by enforcing mandatory air monitoring and strict personal protective equipment compliance throughout the entirety of the night shift. The second objective dictates that containment teams must deploy an additional five hundred feet of underflow and sorbent booming at designated downstream check-points on Whispering Pines Creek by 22:00 hours to intercept any escaping Benzene sheen. The third objective requires hazardous materials entry teams to complete the structural stabilization and grounding of the breached Car #14 by 01:00 hours to prepare the vessel for safe product offloading. The fourth objective mandates that the Air Monitoring Group establish a continuous, telemetry-linked vapor monitoring perimeter around the eastern residential boundary by 20:00 hours to guarantee community safety. The fifth and final objective requires the Planning and Logistics sections to finalize the morning resource allocation and shift rotation plan by 04:00 hours to ensure seamless operational continuity.
+
+The operational period command emphasis directs all supervisors to place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap hazardous vapors closer to the ground. Command explicitly prioritizes the safety of the hazardous materials entry teams working in low-visibility conditions near the creek bed over speed of recovery. General situational awareness notes indicate that the local weather forecast predicts clearing skies with a significant ambient temperature drop to 62°F by midnight, accompanied by winds shifting from the Northwest at three to five miles per hour. This wind shift introduces a critical safety warning regarding the potential accumulation of heavy Benzene vapors in low-lying drainage ditches and creek pockets east of the derailment site. Field crews are issued a universal safety message to remain highly vigilant for low-visibility hazards, uneven muddy terrain along the banks, and potential wildlife hazards native to the adjacent wetlands. Due to the high-consequence nature of the chemical release, a formal Site Safety Plan is strictly required for this incident. The approved Site Safety Plan has been finalized, signed by the Safety Officer, and is physically located at the primary Mobile Command Post inside the Forward Operations Briefing Trailer.
+
+The complete Incident Action Plan for this operational period has been fully assembled, and the specific components included in the package have been validated. The final plan incorporates the ICS 203 Organization Assignment List, multiple ICS 204 Assignment Lists for the active divisions, the ICS 205 Incident Radio Communications Plan, the ICS 206 Medical Plan, the ICS 208 Safety Message and Plan, a detailed geospatial Map and Chart package of the hot zone, and the localized National Weather Service Forecast. Additional attachments compiled into the final briefing packet include the specialized EPA Plume Trajectory Analysis Sheet and the CSX Tank Car Cargo Manifest. This administrative document serves as Page 1 of the comprehensive Incident Action Plan package and was officially prepared by Planning Section Chief Marcus Vance, who reviewed and signed the form on July 07, 2026, at 16:30 hours. Final executive approval for the implementation of these objectives was granted by Unified Incident Commander Chief J. Thomas of County Fire, who signed off on the complete package on July 07, 2026, at 17:00 hours.
\ No newline at end of file
diff --git a/benchmark/datasets/templates/ics_201.json b/benchmark/datasets/templates/ics_201.json
new file mode 100644
index 00000000..f308358c
--- /dev/null
+++ b/benchmark/datasets/templates/ics_201.json
@@ -0,0 +1,62 @@
+{
+  "1_incident_name": "string",
+  "2_incident_number": "string",
+  "3_date_time_initiated": {
+    "date": "string",
+    "time": "string"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "string",
+    "incident_site_area": "string",
+    "impacted_areas": "string",
+    "threatened_areas": "string",
+    "overflight_results": "string",
+    "trajectories": "string",
+    "impacted_shorelines": "string",
+    "graphics_and_symbology": "string"
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "string",
+    "health_and_safety_hazards": "string",
+    "necessary_measures": "string"
+  },
+  "6_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "7_current_and_planned_objectives": ["string"],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "string",
+      "actions": "string"
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": ["string"],
+    "safety_officer": "string",
+    "public_information_officer": "string",
+    "liaison_officer": "string",
+    "operations_section_chief": "string",
+    "planning_section_chief": "string",
+    "logistics_section_chief": "string",
+    "finance_administration_section_chief": "string",
+    "additional_positions": [
+      {
+        "position": "string",
+        "name": "string"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "string",
+      "resource_identifier": "string",
+      "date_time_ordered": "string",
+      "eta": "string",
+      "arrived": "boolean",
+      "notes": "string"
+    }
+  ]
+}
diff --git a/benchmark/datasets/templates/ics_202.json b/benchmark/datasets/templates/ics_202.json
new file mode 100644
index 00000000..2adf6ebe
--- /dev/null
+++ b/benchmark/datasets/templates/ics_202.json
@@ -0,0 +1,38 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_objectives": ["string"],
+  "4_operational_period_command_emphasis": "string",
+  "general_situational_awareness": "string",
+  "5_site_safety_plan_required": "boolean",
+  "approved_site_safety_plans_located_at": "string",
+  "6_incident_action_plan_attachments": {
+    "ics_203": "boolean",
+    "ics_204": "boolean",
+    "ics_205": "boolean",
+    "ics_205a": "boolean",
+    "ics_206": "boolean",
+    "ics_207": "boolean",
+    "ics_208": "boolean",
+    "map_chart": "boolean",
+    "weather_forecast_tides_currents": "boolean",
+    "other_attachments": ["string"]
+  },
+  "7_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "8_approved_by_incident_commander": {
+    "name": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}
diff --git a/benchmark/evaluators/accuracy.py b/benchmark/evaluators/accuracy.py
new file mode 100644
index 00000000..c4bd30d7
--- /dev/null
+++ b/benchmark/evaluators/accuracy.py
@@ -0,0 +1,75 @@
+import re
+
+def calculate_accuracy(extracted: any, ground_truth: any) -> float:
+    """
+    Computes a score from 0.0 to 1.0 representing accuracy.
+    Handles nested dicts, lists, booleans, and string fuzzy matching.
+    """
+    if type(extracted) != type(ground_truth):
+        # Allow string representations of booleans/numbers
+        if isinstance(ground_truth, bool) and isinstance(extracted, str):
+            extracted = extracted.lower() in ("true", "1", "yes")
+        elif isinstance(ground_truth, (int, float)) and isinstance(extracted, str):
+            try:
+                extracted = float(extracted) if isinstance(ground_truth, float) else int(extracted)
+            except ValueError:
+                return 0.0
+        else:
+            return 0.0
+
+    if isinstance(ground_truth, bool):
+        return 1.0 if extracted == ground_truth else 0.0
+
+    if isinstance(ground_truth, (int, float)):
+        return 1.0 if extracted == ground_truth else 0.0
+
+    if isinstance(ground_truth, str):
+        return fuzzy_string_similarity(extracted, ground_truth)
+
+    if isinstance(ground_truth, dict):
+        if not ground_truth:
+            return 1.0
+        total_score = 0.0
+        keys = ground_truth.keys()
+        for k in keys:
+            if k in extracted:
+                total_score += calculate_accuracy(extracted[k], ground_truth[k])
+        return total_score / len(keys)
+
+    if isinstance(ground_truth, list):
+        if not ground_truth:
+            return 1.0 if not extracted else 0.0
+        # Compute match score for list items
+        matched_scores = []
+        temp_extracted = list(extracted)
+        for gt_item in ground_truth:
+            best_match = 0.0
+            best_idx = -1
+            for idx, ext_item in enumerate(temp_extracted):
+                score = calculate_accuracy(ext_item, gt_item)
+                if score > best_match:
+                    best_match = score
+                    best_idx = idx
+            matched_scores.append(best_match)
+            if best_idx != -1:
+                temp_extracted.pop(best_idx)
+        return sum(matched_scores) / len(ground_truth)
+
+    return 0.0
+
+
+def fuzzy_string_similarity(s1: str, s2: str) -> float:
+    """
+    Computes a simple token-based overlap similarity score between 0.0 and 1.0.
+    """
+    s1_clean = set(re.findall(r'\w+', s1.lower()))
+    s2_clean = set(re.findall(r'\w+', s2.lower()))
+    
+    if not s1_clean or not s2_clean:
+        return 1.0 if s1_clean == s2_clean else 0.0
+
+    intersection = s1_clean.intersection(s2_clean)
+    union = s1_clean.union(s2_clean)
+    
+    # Jaccard index
+    return len(intersection) / len(union)
diff --git a/benchmark/pipelines/base.py b/benchmark/pipelines/base.py
new file mode 100644
index 00000000..80367534
--- /dev/null
+++ b/benchmark/pipelines/base.py
@@ -0,0 +1,17 @@
+from dataclasses import dataclass
+from abc import ABC, abstractmethod
+
+@dataclass
+class PipelineExtractionOutput:
+    """Output structure for extraction pipelines."""
+    extracted_fields: dict[str, any]
+    field_confidence: dict[str, float]
+    latency_seconds: float
+
+
+class BasePipeline(ABC):
+    """Base class for all extraction pipelines."""
+
+    @abstractmethod
+    def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput: 
+        pass
\ No newline at end of file
diff --git a/benchmark/pipelines/pipeline.py b/benchmark/pipelines/pipeline.py
new file mode 100644
index 00000000..7abfed4c
--- /dev/null
+++ b/benchmark/pipelines/pipeline.py
@@ -0,0 +1,53 @@
+import time
+from benchmark.pipelines.base import BasePipeline, PipelineExtractionOutput
+
+from app.api.routes import create_template, wait_for_job_completion, fill_form
+from app.core.config import OLLAMA_MODEL
+
+class Pipeline(BasePipeline):
+    def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput:
+        '''
+        # Create a unique template ID
+        template_id = f"benchmark_template_{int(time.time())}"
+        
+        # Create the template (this is synchronous)
+        template_response = create_template(
+            name=template_id,
+            description="Benchmark template",
+            pdf_path="/tmp/empty.pdf",
+            fields=template_schema
+        )
+        
+        if not template_response:
+            raise RuntimeError("Failed to create template")
+            
+        # Submit the form fill (this is asynchronous)
+        form_response = fill_form(
+            template_id=template_response.id,
+            input_text=narrative,
+            model=OLLAMA_MODEL,
+            api_key="benchmark-key"
+        )
+        
+        if not form_response:
+            raise RuntimeError("Failed to submit form fill")
+            
+        # Wait for the job to complete (synchronous waiting)
+        job_id = form_response.job_id
+        result = wait_for_job_completion(job_id)
+        
+        if not result:
+            raise RuntimeError("Job did not complete")
+            
+        # Extract the output
+        extracted_fields = result.extracted_fields
+        field_confidence = result.field_confidence
+        latency_seconds = result.latency_seconds
+        
+        return PipelineExtractionOutput(
+            extracted_fields=extracted_fields,
+            field_confidence=field_confidence,
+            latency_seconds=latency_seconds
+        )
+        '''
+        pass
diff --git a/benchmark/runners/runner.py b/benchmark/runners/runner.py
new file mode 100644
index 00000000..d6da6c35
--- /dev/null
+++ b/benchmark/runners/runner.py
@@ -0,0 +1,86 @@
+import time
+import json
+import os
+from benchmark.evaluators.accuracy import calculate_accuracy
+
+class Runner:
+    def __init__(self, pipeline_class, pipeline_name: str):
+        self.pipeline = pipeline_class()
+        self.pipeline_name = pipeline_name
+
+    def run_benchmark(self) -> dict[str, any]:
+        datasets_dir = os.path.join(os.path.dirname(os.path.dirname(__file__)), "datasets")
+        narratives_dir = os.path.join(datasets_dir, "narratives")
+        ground_truth_dir = os.path.join(datasets_dir, "ground_truth")
+        templates_dir = os.path.join(datasets_dir, "templates")
+
+        results = []
+        total_latency = 0.0
+
+        # Scan narratives directory to find matching ground_truth and template files
+        narrative_files = [f for f in os.listdir(narratives_dir) if f.endswith(".txt")]
+
+        for narrative_file in sorted(narrative_files):
+            case_name = os.path.splitext(narrative_file)[0]
+            # Match ics201_1.txt -> ics201_1.json or ics201.json
+            # Find matching ground truth file
+            gt_name = case_name.split("_")[0] + "_1.json"  # default fallback
+            possible_gts = [case_name + ".json", case_name.split("_")[0] + "_1.json"]
+            gt_file = None
+            for p in possible_gts:
+                if os.path.exists(os.path.join(ground_truth_dir, p)):
+                    gt_file = p
+                    break
+
+            # Find matching template file
+            # e.g., ics201_1 -> ics_201.json
+            base_form_name = case_name.split("_")[0]
+            # convert ics201 to ics_201 if needed
+            if "ics" in base_form_name and "_" not in base_form_name:
+                base_form_name = "ics_" + base_form_name[3:]
+            template_file = f"{base_form_name}.json"
+
+            narrative_path = os.path.join(narratives_dir, narrative_file)
+            gt_path = os.path.join(ground_truth_dir, gt_file) if gt_file else ""
+            template_path = os.path.join(templates_dir, template_file)
+
+            if not os.path.exists(gt_path) or not os.path.exists(template_path):
+                continue
+
+            with open(narrative_path, "r") as f:
+                narrative_text = f.read()
+
+            with open(gt_path, "r") as f:
+                gt_data = json.load(f)
+                # Unwrap the outer wrapper key if present
+                gt_key = list(gt_data.keys())[0]
+                gt_content = gt_data[gt_key]
+
+            with open(template_path, "r") as f:
+                template_schema = json.load(f)
+
+            start_time = time.time()
+            output = self.pipeline.run(narrative_text, template_schema)
+            latency = time.time() - start_time
+            total_latency += latency
+
+            accuracy = calculate_accuracy(output.extracted_fields, gt_content)
+
+            results.append({
+                "case_id": case_name,
+                "latency_seconds": latency,
+                "accuracy_score": accuracy,
+                "extracted_fields": output.extracted_fields,
+                "ground_truth": gt_content
+            })
+
+        avg_accuracy = sum(r["accuracy_score"] for r in results) / len(results) if results else 0.0
+
+        return {
+            "pipeline_name": self.pipeline_name,
+            "metrics": {
+                "total_latency_seconds": total_latency,
+                "average_accuracy": avg_accuracy
+            },
+            "results": results
+        }
diff --git a/benchmark/test_benchmark.py b/benchmark/test_benchmark.py
new file mode 100644
index 00000000..44262287
--- /dev/null
+++ b/benchmark/test_benchmark.py
@@ -0,0 +1,26 @@
+import os
+import json
+from datetime import datetime
+from benchmark.pipelines.pipeline import Pipeline
+from benchmark.runners.runner import Runner
+
+def test_pipeline_execution():
+    """
+    Standard test executor that finds the available Pipeline class,
+    runs the benchmark dataset, writes execution results to a file, and asserts accuracy.
+    """
+    # Pipeline name contains current date and hour, minute and second (e.g. Pipeline_2026-07-08_12h_12m_12s)
+    timestamp = datetime.now().strftime("%Y-%m-%d_%Hh_%Mm_%Ss")
+    pipeline_name = f"Pipeline_{timestamp}"
+
+    runner = Runner(Pipeline, pipeline_name)
+    report = runner.run_benchmark()
+
+    # Save results to a report file to be compared in CI/CD pipeline
+    report_path = os.path.join(os.path.dirname(__file__), "benchmark_report.json")
+    with open(report_path, "w") as f:
+        json.dump(report, f, indent=2)
+
+    # Assert basic quality sanity check
+    assert report["metrics"]["average_accuracy"] >= 0.0
+    print(f"\n{pipeline_name} evaluation complete. Average Accuracy: {report['metrics']['average_accuracy']:.2f}")

From 91fd49640d2508d15f2bbb965f3435c52f8e557a Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Mon, 3 Aug 2026 18:17:21 +0200
Subject: [PATCH 71/85] fix: :bug: fixing test passing with empty structure of
 everything

---
 benchmark/__init__.py            | 0
 benchmark/benchmark_report.json  | 8 ++++----
 benchmark/datasets/__init__.py   | 0
 benchmark/evaluators/__init__.py | 0
 benchmark/pipelines/__init__.py  | 0
 benchmark/pipelines/pipeline.py  | 8 +++++---
 benchmark/runners/__init__.py    | 0
 7 files changed, 9 insertions(+), 7 deletions(-)
 create mode 100644 benchmark/__init__.py
 create mode 100644 benchmark/datasets/__init__.py
 create mode 100644 benchmark/evaluators/__init__.py
 create mode 100644 benchmark/pipelines/__init__.py
 create mode 100644 benchmark/runners/__init__.py

diff --git a/benchmark/__init__.py b/benchmark/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/benchmark/benchmark_report.json b/benchmark/benchmark_report.json
index 59940265..a93e32aa 100644
--- a/benchmark/benchmark_report.json
+++ b/benchmark/benchmark_report.json
@@ -1,13 +1,13 @@
 {
-  "pipeline_name": "Pipeline_2026-07-08_13h_09m_20s",
+  "pipeline_name": "Pipeline_2026-08-03_18h_16m_49s",
   "metrics": {
-    "total_latency_seconds": 2.1457672119140625e-06,
+    "total_latency_seconds": 1.1920928955078125e-06,
     "average_accuracy": 0.0
   },
   "results": [
     {
       "case_id": "ics201_1",
-      "latency_seconds": 9.5367431640625e-07,
+      "latency_seconds": 1.1920928955078125e-06,
       "accuracy_score": 0.0,
       "extracted_fields": {},
       "ground_truth": {
@@ -185,7 +185,7 @@
     },
     {
       "case_id": "ics202_1",
-      "latency_seconds": 1.1920928955078125e-06,
+      "latency_seconds": 0.0,
       "accuracy_score": 0.0,
       "extracted_fields": {},
       "ground_truth": {
diff --git a/benchmark/datasets/__init__.py b/benchmark/datasets/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/benchmark/evaluators/__init__.py b/benchmark/evaluators/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/benchmark/pipelines/__init__.py b/benchmark/pipelines/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/benchmark/pipelines/pipeline.py b/benchmark/pipelines/pipeline.py
index 7abfed4c..3387f7ef 100644
--- a/benchmark/pipelines/pipeline.py
+++ b/benchmark/pipelines/pipeline.py
@@ -1,8 +1,6 @@
 import time
 from benchmark.pipelines.base import BasePipeline, PipelineExtractionOutput
 
-from app.api.routes import create_template, wait_for_job_completion, fill_form
-from app.core.config import OLLAMA_MODEL
 
 class Pipeline(BasePipeline):
     def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput:
@@ -50,4 +48,8 @@ def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput
             latency_seconds=latency_seconds
         )
         '''
-        pass
+        return PipelineExtractionOutput(
+            extracted_fields={},
+            field_confidence={},
+            latency_seconds=0.0
+        )
diff --git a/benchmark/runners/__init__.py b/benchmark/runners/__init__.py
new file mode 100644
index 00000000..e69de29b

From 4927d9a9cfee7a5f2cd0a4d3a73dc94211568df4 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Mon, 3 Aug 2026 18:22:49 +0200
Subject: [PATCH 72/85] style: :lipstick: adding notes for guys

---
 benchmark/pipelines/pipeline.py | 55 ++++++++-------------------------
 1 file changed, 13 insertions(+), 42 deletions(-)

diff --git a/benchmark/pipelines/pipeline.py b/benchmark/pipelines/pipeline.py
index 3387f7ef..f6883d5e 100644
--- a/benchmark/pipelines/pipeline.py
+++ b/benchmark/pipelines/pipeline.py
@@ -5,48 +5,19 @@
 class Pipeline(BasePipeline):
     def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput:
         '''
-        # Create a unique template ID
-        template_id = f"benchmark_template_{int(time.time())}"
-        
-        # Create the template (this is synchronous)
-        template_response = create_template(
-            name=template_id,
-            description="Benchmark template",
-            pdf_path="/tmp/empty.pdf",
-            fields=template_schema
-        )
-        
-        if not template_response:
-            raise RuntimeError("Failed to create template")
-            
-        # Submit the form fill (this is asynchronous)
-        form_response = fill_form(
-            template_id=template_response.id,
-            input_text=narrative,
-            model=OLLAMA_MODEL,
-            api_key="benchmark-key"
-        )
-        
-        if not form_response:
-            raise RuntimeError("Failed to submit form fill")
-            
-        # Wait for the job to complete (synchronous waiting)
-        job_id = form_response.job_id
-        result = wait_for_job_completion(job_id)
-        
-        if not result:
-            raise RuntimeError("Job did not complete")
-            
-        # Extract the output
-        extracted_fields = result.extracted_fields
-        field_confidence = result.field_confidence
-        latency_seconds = result.latency_seconds
-        
-        return PipelineExtractionOutput(
-            extracted_fields=extracted_fields,
-            field_confidence=field_confidence,
-            latency_seconds=latency_seconds
-        )
+        You guys should here implement the whole pipeline implementation depending on approach B or C.
+
+        Expected behavior:
+        - Create and fill templates, then wait for jobs to complete.
+        - Return extracted fields, confidence scores, and latency.
+
+        Example of a single step:
+        >>> template_id = create_template(...)
+        >>> form_response = fill_form(...)
+        >>> result = wait_for_job_completion(form_response.job_id)
+        >>> extracted = result.extracted_fields
+        >>> confidence = result.field_confidence
+        >>> latency = result.latency_seconds
         '''
         return PipelineExtractionOutput(
             extracted_fields={},

From 73a382cfdc67a2b71ac381690d17059cb3384fb2 Mon Sep 17 00:00:00 2001
From: vharkins <105030530+vharkins1@users.noreply.github.com>
Date: Tue, 11 Aug 2026 18:38:10 -0700
Subject: [PATCH 73/85] feat: add large-model reference evaluator

---
 .../reference_candidates/ics201_1.json        | 172 ++++++++++++++++++
 .../reference_candidates/ics202_1.json        |  47 +++++
 benchmark/evaluators/reference_accuracy.py    |  78 ++++++++
 3 files changed, 297 insertions(+)
 create mode 100644 benchmark/datasets/reference_candidates/ics201_1.json
 create mode 100644 benchmark/datasets/reference_candidates/ics202_1.json
 create mode 100644 benchmark/evaluators/reference_accuracy.py

diff --git a/benchmark/datasets/reference_candidates/ics201_1.json b/benchmark/datasets/reference_candidates/ics201_1.json
new file mode 100644
index 00000000..ca27b752
--- /dev/null
+++ b/benchmark/datasets/reference_candidates/ics201_1.json
@@ -0,0 +1,172 @@
+{
+  "1_incident_name": "Whispering Pines Derailment",
+  "2_incident_number": "US-EPA-R4-2026-0707",
+  "3_date_time_initiated": {
+    "date": "July 07, 2026",
+    "time": "06:30"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "1.5-mile radius centered around the intersection of CSX Rail Milepost 142.5 and Highway 411",
+    "incident_site_area": "CSX Rail Milepost 142.5, where seven freight cars (#12 through #18) have jackknifed",
+    "impacted_areas": "Car #14 is releasing Benzene into Whispering Pines Creek at approximately 20 gallons per minute, with visible surface sheening extending 500 meters downstream. Elevated volatile organic compounds are present within a 300-foot downwind plume tracking East-Southeast at 5 miles per hour.",
+    "threatened_areas": "Whispering Pines Nature Reserve Wetlands one mile downstream, the Municipal Water Intake two miles downstream, and an intact liquefied petroleum gas tank car threatened by the adjacent brush fire",
+    "overflight_results": "",
+    "trajectories": "The downwind plume is tracking East-Southeast at 5 miles per hour. Waterborne contamination is moving East at 1.5 knots.",
+    "impacted_shorelines": "Whispering Pines Creek, with visible surface sheening extending 500 meters downstream",
+    "graphics_and_symbology": "North is oriented at the top of the page. County Line Road is closed to public traffic, and the Staging Area is at the County Fairgrounds."
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "The derailment occurred at 05:45 hours due to a mechanical rail car failure. Seven freight cars jackknifed, and breached tank Car #14 is releasing Benzene into Whispering Pines Creek at an estimated 20 gallons per minute. A secondary 0.5-acre brush fire threatens an adjacent intact liquefied petroleum gas tank car, and law enforcement is executing a mandatory 0.5-mile residential evacuation.",
+    "health_and_safety_hazards": "Toxic Benzene inhalation, dermal exposure, flash fires from pooling product, heavy machinery movement around compromised rail lines, responder heat stress in 88°F weather, and slip-and-trip hazards along steep creek banks.",
+    "necessary_measures": "Maintain a 300-foot Exclusion Zone around the rail cars. Hot Zone containment responders must wear Level B personal protective equipment, including self-contained breathing apparatus and chemical-resistant clothing. Level C protection is authorized for warm zone booming teams only when continuous photoionization detector monitoring confirms volatile organic compound levels below 1 part per million. Firefighters must wear full structural turnout gear with self-contained breathing apparatus. All personnel must pass through the formal wet decontamination corridor at the Warm-to-Cold zone interface before leaving the operational area."
+  },
+  "6_prepared_by": {
+    "name": "Marcus Vance",
+    "position_title": "Initial Planning Section Chief",
+    "signature": "Marcus Vance",
+    "date_time": "July 07, 2026, at 08:00 hours"
+  },
+  "7_current_and_planned_objectives": [
+    "Ensure the life safety of all emergency responders and the public within the perimeter by 09:00 hours.",
+    "Complete the 0.5-mile downwind residential evacuation by 09:30 hours.",
+    "Suppress the brush fire near the liquefied petroleum gas car to eliminate thermal risks by 10:00 hours.",
+    "Deploy effective deflection and underflow containment booming across the creek to protect the water intake.",
+    "Establish a Unified Command structure by 10:30 hours."
+  ],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "06:00",
+      "actions": "County Fire and Sheriff units were dispatched, and a 500-foot isolation perimeter was established."
+    },
+    {
+      "time": "06:15",
+      "actions": "Local Fire Chief Thomas established command and notified the State Department of Environmental Quality, the Environmental Protection Agency, and CSX Railroad."
+    },
+    {
+      "time": "06:45",
+      "actions": "The Sheriff's Department initiated door-to-door evacuations of 45 homes."
+    },
+    {
+      "time": "07:15",
+      "actions": "Regional Hazmat Team 1 arrived to deploy an air-monitoring grid and inspect the damaged tanks."
+    },
+    {
+      "time": "07:30",
+      "actions": "Engine 41 and Tanker 5 initiated defensive foam applications on the brush fire."
+    },
+    {
+      "time": "07:45",
+      "actions": "Advance teams from the state environmental agency and the railroad arrived to finalize the water-containment strategy."
+    },
+    {
+      "time": "08:15",
+      "actions": "Planned: deploy a specialized spill contractor to place 500 feet of deflection boom at Boom Site 1."
+    },
+    {
+      "time": "08:45",
+      "actions": "Planned: launch a drone overflight to map downstream tracking."
+    },
+    {
+      "time": "09:30",
+      "actions": "Planned: complete the transition to a fully unified command at the Mobile Command Post."
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": [
+      "Chief J. Thomas, County Fire",
+      "S. Albright, State Department of Environmental Quality",
+      "D. Miller, CSX Railroad Responsible Party"
+    ],
+    "safety_officer": "Captain R. Mendez",
+    "public_information_officer": "A. Cho, County",
+    "liaison_officer": "Inspector G. Sims, Sheriff's Office",
+    "operations_section_chief": "B. Reynolds, State Department of Environmental Quality",
+    "planning_section_chief": "Marcus Vance",
+    "logistics_section_chief": "K. Dunavan",
+    "finance_administration_section_chief": "",
+    "additional_positions": [
+      {
+        "position": "Hazardous Materials Group Supervisor",
+        "name": "Lieutenant T. Kincaid, Regional Hazmat Team 1"
+      },
+      {
+        "position": "Fire Suppression Division Commander",
+        "name": "Battalion Chief E. Walters"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "Type 1 Hazardous Materials Unit",
+      "resource_identifier": "Regional Hazmat Team 1",
+      "date_time_ordered": "July 07, 2026, at 06:00 hours",
+      "eta": "",
+      "arrived": true,
+      "notes": "Arrived at 07:00 hours and is positioned at the Cold Zone boundary conducting perimeter monitoring and plugging operations."
+    },
+    {
+      "resource": "Fire Engine",
+      "resource_identifier": "County Engine 41",
+      "date_time_ordered": "July 07, 2026, at 05:48 hours",
+      "eta": "",
+      "arrived": true,
+      "notes": "Arrived at 06:00 hours and is actively suppressing the brush fire."
+    },
+    {
+      "resource": "Fire Engine",
+      "resource_identifier": "County Engine 45",
+      "date_time_ordered": "July 07, 2026, at 05:48 hours",
+      "eta": "",
+      "arrived": true,
+      "notes": "Arrived at 06:05 hours and manages critical water supply lines."
+    },
+    {
+      "resource": "Water Tender",
+      "resource_identifier": "County Tanker 5",
+      "date_time_ordered": "July 07, 2026, at 06:02 hours",
+      "eta": "",
+      "arrived": true,
+      "notes": "Arrived at 06:20 hours and provides continuous flow for foam application."
+    },
+    {
+      "resource": "Law Enforcement Units",
+      "resource_identifier": "County Sheriff (4 units)",
+      "date_time_ordered": "July 07, 2026, at 05:48 hours",
+      "eta": "",
+      "arrived": true,
+      "notes": "Arrived at 05:55 hours and are operating traffic checkpoints and roadblocks on Creek Road while supporting evacuations."
+    },
+    {
+      "resource": "Emergency Medical Services Unit",
+      "resource_identifier": "County EMS Unit 12",
+      "date_time_ordered": "July 07, 2026, at 06:00 hours",
+      "eta": "",
+      "arrived": true,
+      "notes": "Arrived at 06:12 hours and is standing by at the Staging Area for responder rehabilitation and medical backup."
+    },
+    {
+      "resource": "Spill Response Team",
+      "resource_identifier": "HEPACO Spill Team A",
+      "date_time_ordered": "July 07, 2026, at 06:45 hours",
+      "eta": "July 07, 2026, at 08:15 hours",
+      "arrived": false,
+      "notes": "En route to deploy 1,000 feet of containment boom and vacuum trucks."
+    },
+    {
+      "resource": "Drone Unit",
+      "resource_identifier": "State DEQ Drone Unit 1",
+      "date_time_ordered": "July 07, 2026, at 07:10 hours",
+      "eta": "July 07, 2026, at 08:30 hours",
+      "arrived": false,
+      "notes": "En route to provide aerial thermal imagery."
+    },
+    {
+      "resource": "Vacuum Truck",
+      "resource_identifier": "CSX contractor TechRad",
+      "date_time_ordered": "July 07, 2026, at 07:15 hours",
+      "eta": "July 07, 2026, at 09:30 hours",
+      "arrived": false,
+      "notes": "En route to begin product offloading from the breached tank car once the scene stabilizes."
+    }
+  ]
+}
diff --git a/benchmark/datasets/reference_candidates/ics202_1.json b/benchmark/datasets/reference_candidates/ics202_1.json
new file mode 100644
index 00000000..32edc668
--- /dev/null
+++ b/benchmark/datasets/reference_candidates/ics202_1.json
@@ -0,0 +1,47 @@
+{
+  "1_incident_name": "Whispering Pines Derailment",
+  "2_operational_period": {
+    "date_from": "July 07, 2026",
+    "date_to": "July 08, 2026",
+    "time_from": "18:00",
+    "time_to": "06:00"
+  },
+  "3_objectives": [
+    "Maintain a zero-incident safety record for all response personnel by enforcing mandatory air monitoring and strict personal protective equipment compliance throughout the night shift.",
+    "Deploy an additional 500 feet of underflow and sorbent booming at designated downstream checkpoints on Whispering Pines Creek by 22:00 hours to intercept any escaping Benzene sheen.",
+    "Complete the structural stabilization and grounding of breached Car #14 by 01:00 hours to prepare the vessel for safe product offloading.",
+    "Establish a continuous, telemetry-linked vapor monitoring perimeter around the eastern residential boundary by 20:00 hours.",
+    "Finalize the morning resource allocation and shift rotation plan by 04:00 hours."
+  ],
+  "4_operational_period_command_emphasis": "Place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap hazardous vapors closer to the ground. Prioritize the safety of hazardous materials entry teams working in low-visibility conditions near the creek bed over speed of recovery.",
+  "general_situational_awareness": "Clearing skies are forecast, with the ambient temperature dropping to 62°F by midnight and winds shifting from the Northwest at 3 to 5 miles per hour. Heavy Benzene vapors may accumulate in low-lying drainage ditches and creek pockets east of the derailment site. Remain vigilant for low-visibility hazards, uneven muddy terrain along the banks, and wildlife hazards in the adjacent wetlands.",
+  "5_site_safety_plan_required": true,
+  "approved_site_safety_plans_located_at": "Primary Mobile Command Post inside the Forward Operations Briefing Trailer",
+  "6_incident_action_plan_attachments": {
+    "ics_203": true,
+    "ics_204": true,
+    "ics_205": true,
+    "ics_205a": false,
+    "ics_206": true,
+    "ics_207": false,
+    "ics_208": true,
+    "map_chart": true,
+    "weather_forecast_tides_currents": true,
+    "other_attachments": [
+      "EPA Plume Trajectory Analysis Sheet",
+      "CSX Tank Car Cargo Manifest"
+    ]
+  },
+  "7_prepared_by": {
+    "name": "Marcus Vance",
+    "position_title": "Planning Section Chief",
+    "signature": "Marcus Vance",
+    "date_time": "July 07, 2026, at 16:30 hours"
+  },
+  "8_approved_by_incident_commander": {
+    "name": "Chief J. Thomas of County Fire",
+    "signature": "Chief J. Thomas",
+    "date_time": "July 07, 2026, at 17:00 hours"
+  },
+  "iap_page_number": "1"
+}
diff --git a/benchmark/evaluators/reference_accuracy.py b/benchmark/evaluators/reference_accuracy.py
new file mode 100644
index 00000000..a8a608c5
--- /dev/null
+++ b/benchmark/evaluators/reference_accuracy.py
@@ -0,0 +1,78 @@
+import hashlib
+import json
+import os
+
+import requests
+
+from benchmark.evaluators.accuracy import calculate_accuracy
+
+
+PROMPT_VERSION = "1"
+SYSTEM_PROMPT = """You create reference answers for extraction benchmarks.
+Use only facts supported by the narrative, preserve source wording when practical,
+and return only JSON matching the supplied template. Do not add fields."""
+
+
+def calculate_reference_accuracy(
+    extracted: dict, narrative: str, template: dict, cache_path: str
+) -> tuple[float, dict]:
+    """Score an on-device extraction against a cached large-model reference."""
+    model = os.environ["BENCHMARK_REFERENCE_MODEL"]
+    input_hash = hashlib.sha256(
+        (
+            narrative
+            + json.dumps(template, sort_keys=True)
+            + model
+            + PROMPT_VERSION
+        ).encode()
+    ).hexdigest()
+
+    if os.path.exists(cache_path):
+        with open(cache_path) as file:
+            cached = json.load(file)
+        if cached["metadata"]["input_hash"] == input_hash:
+            reference = cached["reference"]
+            return calculate_accuracy(extracted, reference), reference
+
+    headers = {"Content-Type": "application/json"}
+    if api_key := os.getenv("BENCHMARK_REFERENCE_API_KEY"):
+        headers["Authorization"] = f"Bearer {api_key}"
+
+    response = requests.post(
+        os.environ["BENCHMARK_REFERENCE_URL"],
+        headers=headers,
+        json={
+            "model": model,
+            "temperature": 0,
+            "response_format": {"type": "json_object"},
+            "messages": [
+                {"role": "system", "content": SYSTEM_PROMPT},
+                {
+                    "role": "user",
+                    "content": json.dumps(
+                        {"template": template, "narrative": narrative}
+                    ),
+                },
+            ],
+        },
+        timeout=int(os.getenv("BENCHMARK_REFERENCE_TIMEOUT", "120")),
+    )
+    response.raise_for_status()
+    reference = json.loads(response.json()["choices"][0]["message"]["content"])
+
+    os.makedirs(os.path.dirname(cache_path), exist_ok=True)
+    with open(cache_path, "w") as file:
+        json.dump(
+            {
+                "metadata": {
+                    "model": model,
+                    "prompt_version": PROMPT_VERSION,
+                    "input_hash": input_hash,
+                },
+                "reference": reference,
+            },
+            file,
+            indent=2,
+        )
+
+    return calculate_accuracy(extracted, reference), reference

From 684ebfa8075633b8f6edda819391534d51f2eadc Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 16:46:32 +0200
Subject: [PATCH 74/85] ics201 & 202

---
 benchmark/datasets/ground_truth/ics201_2.json | 139 +++++++++++++++++
 benchmark/datasets/ground_truth/ics201_3.json | 139 +++++++++++++++++
 benchmark/datasets/ground_truth/ics201_4.json | 145 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics201_5.json | 145 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics201_6.json | 144 +++++++++++++++++
 benchmark/datasets/ground_truth/ics201_7.json | 145 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics201_8.json | 145 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics201_9.json | 145 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics202_2.json |  49 ++++++
 benchmark/datasets/ground_truth/ics202_3.json |  49 ++++++
 benchmark/datasets/ground_truth/ics202_4.json |  49 ++++++
 benchmark/datasets/ground_truth/ics202_5.json |  49 ++++++
 benchmark/datasets/ground_truth/ics202_6.json |  49 ++++++
 benchmark/datasets/narratives/ics201_2.txt    |  24 +++
 benchmark/datasets/narratives/ics201_3.txt    |  29 ++++
 benchmark/datasets/narratives/ics201_4.txt    |  11 ++
 benchmark/datasets/narratives/ics201_5.txt    |  11 ++
 benchmark/datasets/narratives/ics201_6.txt    |  11 ++
 benchmark/datasets/narratives/ics201_7.txt    |  11 ++
 benchmark/datasets/narratives/ics201_8.txt    |  11 ++
 benchmark/datasets/narratives/ics201_9.txt    |  11 ++
 benchmark/datasets/narratives/ics202_2.txt    |   9 ++
 benchmark/datasets/narratives/ics202_3.txt    |   9 ++
 benchmark/datasets/narratives/ics202_4.txt    |   9 ++
 benchmark/datasets/narratives/ics202_5.txt    |   9 ++
 benchmark/datasets/narratives/ics202_6.txt    |   9 ++
 26 files changed, 1556 insertions(+)
 create mode 100644 benchmark/datasets/ground_truth/ics201_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_5.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_6.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_7.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_8.json
 create mode 100644 benchmark/datasets/ground_truth/ics201_9.json
 create mode 100644 benchmark/datasets/ground_truth/ics202_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics202_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics202_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics202_5.json
 create mode 100644 benchmark/datasets/ground_truth/ics202_6.json
 create mode 100644 benchmark/datasets/narratives/ics201_2.txt
 create mode 100644 benchmark/datasets/narratives/ics201_3.txt
 create mode 100644 benchmark/datasets/narratives/ics201_4.txt
 create mode 100644 benchmark/datasets/narratives/ics201_5.txt
 create mode 100644 benchmark/datasets/narratives/ics201_6.txt
 create mode 100644 benchmark/datasets/narratives/ics201_7.txt
 create mode 100644 benchmark/datasets/narratives/ics201_8.txt
 create mode 100644 benchmark/datasets/narratives/ics201_9.txt
 create mode 100644 benchmark/datasets/narratives/ics202_2.txt
 create mode 100644 benchmark/datasets/narratives/ics202_3.txt
 create mode 100644 benchmark/datasets/narratives/ics202_4.txt
 create mode 100644 benchmark/datasets/narratives/ics202_5.txt
 create mode 100644 benchmark/datasets/narratives/ics202_6.txt

diff --git a/benchmark/datasets/ground_truth/ics201_2.json b/benchmark/datasets/ground_truth/ics201_2.json
new file mode 100644
index 00000000..403dcadc
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_2.json
@@ -0,0 +1,139 @@
+{
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_incident_number": "US-EPA-R5-2026-0813",
+    "3_date_time_initiated": {
+        "date": "August 13, 2026",
+        "time": "07:15 hours"
+    },
+    "4_map_sketch": {
+        "total_area_of_operations": "3.0-mile radius around the Blackwood Industrial Corridor",
+        "incident_site_area": "Pipeline Valve Station 14-B along Blackwood River Road",
+        "impacted_areas": "150-foot radius surrounding the breached 8-inch pressurized line releasing anhydrous ammonia gas",
+        "threatened_areas": "Oakridge Residential Subdivision 0.75 miles downwind to the East; Valley Water Authority Municipal Intake Facility 1.5 miles downstream",
+        "overflight_results": "Dense, low-hanging vapor cloud hugging the ground and moving steadily downwind, along with a localized surface sheen on the riverbank",
+        "trajectories": "Toxic vapor plume moving East-Northeast at 6 mph; waterborne chemical runoff traveling downstream at approximately 2.0 knots",
+        "impacted_shorelines": "1,000 yards down the adjacent Blackwood River",
+        "graphics_and_symbology": "Standard graphics and GIS symbology, oriented with North at top"
+    },
+    "5_situation_summary_health_safety_briefing": {
+        "situation_summary": "Third-party excavation crew accidentally punctured the main 8-inch transfer pipeline at 06:50 hours, causing an uncontrolled high-pressure release of hazardous anhydrous ammonia gas.",
+        "health_and_safety_hazards": "Severe atmospheric exposure to anhydrous ammonia vapor, cryogenic freeze burns upon direct contact with liquid leakage, respiratory injury, structural eye damage, responder heat stress in 85°F temperatures, and slip-and-fall risks near steep river embankment slopes.",
+        "necessary_measures": "Immediate establishment of a 500-foot Exclusion Zone, mandatory Level A vapor-tight PPE with SCBA for Hot Zone entry, continuous PID air monitoring at control perimeters, water curtain deployment to knock down vapor clouds, and compulsory full-body chemical decontamination at the Warm-to-Cold zone boundary prior to site exit."
+    },
+    "6_prepared_by": {
+        "name": "Sarah Jenkins",
+        "position_title": "Initial Planning Section Chief",
+        "signature": "Sarah Jenkins",
+        "date_time": "August 13, 2026, at 08:30 hours"
+    },
+    "7_current_and_planned_objectives": [
+        "Achieve complete isolation of the pipeline segment by closing upstream valves by 09:30 hours.",
+        "Finish the sheltering-in-place order and partial evacuation of 120 homes in the downwind Oakridge subdivision by 10:00 hours.",
+        "Deploy absorbent and containment booming across the Blackwood River above the municipal water intake by 10:30 hours.",
+        "Fully establish a Multi-Agency Unified Command at the Regional Emergency Operations Center by 11:00 hours."
+    ],
+    "8_current_and_planned_actions_strategies_tactics": [
+        {
+            "time": "07:00 hours",
+            "actions": "Initial dispatch sent Blackwood Fire Department and Local Sheriff units to establish an outer safety perimeter."
+        },
+        {
+            "time": "07:20 hours",
+            "actions": "Fire Chief R. Vance established Incident Command and ordered an immediate downwind shelter-in-place alert."
+        },
+        {
+            "time": "07:45 hours",
+            "actions": "Hazmat Team 5 arrived on scene to conduct initial perimeter air monitoring and assist in establishing control zones."
+        },
+        {
+            "time": "08:15 hours",
+            "actions": "Pipeline technicians confirmed valve isolation procedures were initiated, while fire crews set up unmanned monitor nozzles to disperse airborne vapors."
+        },
+        {
+            "time": "09:00 hours",
+            "actions": "Deploy the Regional Spill Response Team to launch containment boom at River Boom Site Alpha."
+        },
+        {
+            "time": "09:30 hours",
+            "actions": "Conduct a secondary drone air sampling flight."
+        },
+        {
+            "time": "10:00 hours",
+            "actions": "Finalize the shift to a Unified Command structure at the Regional Emergency Operations Center."
+        }
+    ],
+    "9_current_organization": {
+        "incident_commanders": [
+            "Chief R. Vance (Blackwood Fire Department)",
+            "Officer M. Ross (State Environmental Protection Agency)",
+            "J. Vance (Blackwood Pipeline Co., Responsible Party)"
+        ],
+        "safety_officer": "Captain L. Hayes",
+        "public_information_officer": "E. Wright",
+        "liaison_officer": "Deputy K. Miller",
+        "operations_section_chief": "D. Kowalski",
+        "planning_section_chief": "Sarah Jenkins",
+        "logistics_section_chief": "T. Bradley",
+        "finance_administration_section_chief": "A. Patel",
+        "additional_positions": [
+            {
+                "position": "Hazmat Group Supervisor",
+                "name": "Lieutenant C. Webb"
+            },
+            {
+                "position": "Air Monitoring Specialist",
+                "name": "Dr. H. Thorne"
+            }
+        ]
+    },
+    "10_resource_summary": [
+        {
+            "resource": "Hazmat Team 5",
+            "resource_identifier": "HZM-05",
+            "date_time_ordered": "August 13, 2026, 07:00 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Executing air monitoring and entry ops at the Hot Zone perimeter."
+        },
+        {
+            "resource": "Blackwood Engine 12",
+            "resource_identifier": "ENG-12",
+            "date_time_ordered": "August 13, 2026, 06:55 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Actively operating water curtains for vapor suppression."
+        },
+        {
+            "resource": "County Water Tender 3",
+            "resource_identifier": "WT-03",
+            "date_time_ordered": "August 13, 2026, 07:10 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Supplying continuous water flow to Engine 12."
+        },
+        {
+            "resource": "Sheriff Patrol Unit Group Alpha",
+            "resource_identifier": "SO-ALPHA",
+            "date_time_ordered": "August 13, 2026, 06:55 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Maintaining road closures and executing downwind evacuation notices."
+        },
+        {
+            "resource": "CleanHarbor Spill Response Team",
+            "resource_identifier": "CH-SRT-1",
+            "date_time_ordered": "August 13, 2026, 07:30 hours",
+            "eta": "09:00 hours",
+            "arrived": false,
+            "notes": "En route with 1,500 feet of river containment boom and vacuum recovery equipment."
+        },
+        {
+            "resource": "State EPA Air Monitoring Drone Unit",
+            "resource_identifier": "EPA-DRONE-2",
+            "date_time_ordered": "August 13, 2026, 07:40 hours",
+            "eta": "08:45 hours",
+            "arrived": false,
+            "notes": "En route to provide real-time thermal and chemical plume mapping."
+        }
+    ]
+}
\ No newline at end of file
diff --git a/benchmark/datasets/ground_truth/ics201_3.json b/benchmark/datasets/ground_truth/ics201_3.json
new file mode 100644
index 00000000..e80a5e49
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_3.json
@@ -0,0 +1,139 @@
+{
+    "1_incident_name": "Cypress Bend Tanker Collision",
+    "2_incident_number": "US-CG-D8-2026-0921",
+    "3_date_time_initiated": {
+        "date": "September 21, 2026",
+        "time": "14:15 hours"
+    },
+    "4_map_sketch": {
+        "total_area_of_operations": "4.0-mile radius centered at Intracoastal Waterway Mile Marker 245",
+        "incident_site_area": "Confluence of the Intracoastal Waterway and Cypress Bayou",
+        "impacted_areas": "300-yard containment zone surrounding a punctured double-hulled barge discharging Heavy Fuel Oil (HFO 380)",
+        "threatened_areas": "Grand Cypress Mangrove Sanctuary 2.0 miles south-southeast; Delta Commercial Oyster Leases 3.5 miles down-river",
+        "overflight_results": "Surface slick measuring 2.0 miles long by 100 yards wide moving with the ebb tide, with visible heavy sheen accumulating along the shoreline",
+        "trajectories": "Waterborne oil plume moving South-Southeast at 1.8 knots; local coastal winds blowing from Northwest at 12 knots",
+        "impacted_shorelines": "1.5 miles south along the eastern bank of Cypress Bayou",
+        "graphics_and_symbology": "Standard navigational charts and GIS symbology, oriented with North at top"
+    },
+    "5_situation_summary_health_safety_briefing": {
+        "situation_summary": "Tugboat towing two loaded asphalt barges collided with an anchored commercial tanker at 13:50 hours, rupturing Cargo Tank #2 starboard and releasing heavy fuel oil.",
+        "health_and_safety_hazards": "Hydrogen sulfide gas accumulation, hydrocarbon inhalation, direct dermal exposure, slip-and-fall hazards on oily/muddy surfaces, responder heat exhaustion in 91°F heat, and water drowning risks.",
+        "necessary_measures": "Establishment of a 1,000-foot Maritime Safety Zone, mandatory Level C PPE with half-mask organic vapor respirators and PFDs for over-water personnel, continuous H2S/PID air monitoring, mandatory work-rest hydration cycles, and vessel-based decontamination station."
+    },
+    "6_prepared_by": {
+        "name": "Commander Elena Rostova",
+        "position_title": "Initial Planning Section Chief",
+        "signature": "Commander Elena Rostova",
+        "date_time": "September 21, 2026, at 15:30 hours"
+    },
+    "7_current_and_planned_objectives": [
+        "Complete primary deflection boom deployment across the mouth of Cypress Bayou by 16:30 hours.",
+        "Secure mechanical patching or product transfer (lightering) of Cargo Tank #2 by 18:00 hours.",
+        "Deploy skimming vessels to recover free-floating surface product before nightfall at 19:30 hours.",
+        "Establish a full Joint Information Center to handle media inquiries by 20:00 hours."
+    ],
+    "8_current_and_planned_actions_strategies_tactics": [
+        {
+            "time": "14:00 hours",
+            "actions": "Coast Guard Station Cypress Bend dispatched Sector Patrol Craft and issued a Notice to Mariners closing the waterway."
+        },
+        {
+            "time": "14:30 hours",
+            "actions": "Captain M. Thorne established Incident Command and deployed first-responder skimmer boats."
+        },
+        {
+            "time": "15:00 hours",
+            "actions": "Port Authority Hazmat Teams completed initial safety sweeps and confirmed zero structural fire threats."
+        },
+        {
+            "time": "15:30 hours",
+            "actions": "Marine salvage engineers boarded the barge to inspect damage and prep transfer pumps."
+        },
+        {
+            "time": "16:00 hours",
+            "actions": "Drop 2,000 feet of hard boom across the mangrove inlet."
+        },
+        {
+            "time": "17:00 hours",
+            "actions": "Initiate lightering operations to pump fuel out of the damaged tank."
+        },
+        {
+            "time": "18:30 hours",
+            "actions": "Deploy an evening drone overflight to track thermal slick drift patterns."
+        }
+    ],
+    "9_current_organization": {
+        "incident_commanders": [
+            "Captain M. Thorne (US Coast Guard)",
+            "Director D. Sterling (State Department of Environmental Quality)",
+            "H. Vance (Cypress Towing Co., Responsible Party)"
+        ],
+        "safety_officer": "Lieutenant Commander J. Ruiz",
+        "public_information_officer": "C. Alvarez",
+        "liaison_officer": "Agent P. Brooks",
+        "operations_section_chief": "G. Morales",
+        "planning_section_chief": "Commander Elena Rostova",
+        "logistics_section_chief": "R. O'Connor",
+        "finance_administration_section_chief": "M. Lin",
+        "additional_positions": [
+            {
+                "position": "Salvage & Engineering Group Supervisor",
+                "name": "Chief Specialist K. Vance"
+            },
+            {
+                "position": "Wildlife Rescue Leader",
+                "name": "Dr. A. Mercer"
+            }
+        ]
+    },
+    "10_resource_summary": [
+        {
+            "resource": "USCG Marine Safety Detachment 1",
+            "resource_identifier": "USCG-MSD-01",
+            "date_time_ordered": "September 21, 2026, 14:00 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Enforcing maritime safety zone and conducting gas monitoring."
+        },
+        {
+            "resource": "Cypress Port Skimmer Vessel 4",
+            "resource_identifier": "SKIM-04",
+            "date_time_ordered": "September 21, 2026, 14:10 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Actively skimming free surface product around the barge stern."
+        },
+        {
+            "resource": "Delta Salvage Tug 'Warrior'",
+            "resource_identifier": "TUG-WARRIOR",
+            "date_time_ordered": "September 21, 2026, 14:30 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Providing stabilizing push-support and powering transfer pumps."
+        },
+        {
+            "resource": "State DEQ Water Sampling Craft",
+            "resource_identifier": "DEQ-BOAT-2",
+            "date_time_ordered": "September 21, 2026, 14:20 hours",
+            "eta": "Arrived",
+            "arrived": true,
+            "notes": "Collecting downstream water samples and turbidity readings."
+        },
+        {
+            "resource": "National Spill Response Team Barge 8",
+            "resource_identifier": "NSRT-B-08",
+            "date_time_ordered": "September 21, 2026, 14:45 hours",
+            "eta": "16:30 hours",
+            "arrived": false,
+            "notes": "En route with 3,000 feet of ocean containment boom and heavy skimmers."
+        },
+        {
+            "resource": "Gulf Coast Wildlife Rescue Unit",
+            "resource_identifier": "GC-WILD-1",
+            "date_time_ordered": "September 21, 2026, 15:10 hours",
+            "eta": "17:15 hours",
+            "arrived": false,
+            "notes": "En route to set up an oily bird stabilization and staging facility."
+        }
+    ]
+}
\ No newline at end of file
diff --git a/benchmark/datasets/ground_truth/ics201_4.json b/benchmark/datasets/ground_truth/ics201_4.json
new file mode 100644
index 00000000..60d81c6e
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_4.json
@@ -0,0 +1,145 @@
+{
+    "1_incident_name": "Blackwood River Chemical Spill",
+    "2_incident_number": "USCG-EPA-R4-2026-0813",
+    "3_date_time_initiated": {
+        "date": "08/13/2026",
+        "time": "07:15"
+    },
+    "4_map_sketch": {
+        "total_area_of_operations": "3.5-mile radius encompassing Blackwood Industrial Park, Mile Marker 42 of the Blackwood River, and State Route 104 corridor.",
+        "incident_site_area": "Storage Tank #4 at Apex Chemical Tank Farm (MM 42.1, East Bank), involving a structural fracture leaking concentrated Styrene Monomer.",
+        "impacted_areas": "1,200 meters of Blackwood River surface exhibiting heavy product sheening and a continuous vapor plume extending 800 yards downwind across State Route 104.",
+        "threatened_areas": "Blackwood Municipal Drinking Water Intake (3 miles downstream at MM 39.1) and Blackwood Marsh Ecological Reserve (1.5 miles downstream).",
+        "overflight_results": "USCG Aux Drone Flight #1 confirmed a 200-yard wide slick migrating south-southwest at 1.8 knots with moderate shore oiling along the east riverbank.",
+        "trajectories": "Airborne volatile organic plume tracking East-Northeast at 6 mph; aquatic slick migrating South-Southwest at 1.8 knots downstream.",
+        "impacted_shorelines": "East bank riprap shoreline and adjacent low-lying mudflats from MM 42.1 to MM 41.3.",
+        "graphics_and_symbology": "North oriented vertically, depicting Staging Area A at Westside High School, Boom Site 1 (Deflection), Boom Site 2 (Containment), Command Post at County Fire Station 12, Exclusion Zone boundary (500 ft radius), and water intake protection zones."
+    },
+    "5_situation_summary_health_safety_briefing": {
+        "situation_summary": "At 06:45 EDT, a catastrophic seal failure occurred on Tank #4 at Apex Chemical Facility, releasing approximately 8,500 gallons of liquid Styrene Monomer into secondary containment, with overflow entering Blackwood River via storm drain #3 at an estimated 30 gpm. Secondary vapor cloud formed over Route 104, triggering immediate road closures and evacuation of 60 surrounding industrial properties.",
+        "health_and_safety_hazards": "Inhalation of toxic styrene vapors (narcotic, central nervous system depressant, respiratory irritant), flammability risk (flash point 88°F), dermal contact hazards, slip/trip/fall hazards along wet river banks, and severe heat stress (ambient temp 91°F).",
+        "necessary_measures": "Establish 500-foot Exclusion Zone; mandate Level B PPE (SCBA with continuous air monitor PID/LEL/O2) within Hot Zone; Level C PPE (full-face APR with organic vapor cartridges) within Warm Zone; continuous air monitoring required at CP and downwind perimeters; establish wet-decontamination corridor at Gate 2."
+    },
+    "6_prepared_by": {
+        "name": "Sarah L. Jenkins",
+        "position_title": "Planning Section Chief",
+        "signature": "Sarah L. Jenkins",
+        "date_time": "08/13/2026 09:30"
+    },
+    "7_current_and_planned_objectives": [
+        "Maintain life safety and enforce 500-foot exclusion perimeter by 08:00 hours.",
+        "Complete containment booming at Boom Site 1 (MM 41.5) by 10:30 hours to protect downstream drinking water intake.",
+        "Secure leak source on Apex Tank #4 and complete product transfer by 12:00 hours.",
+        "Perform continuous air monitoring downwind along Route 104 and publish safety advisories by 11:00 hours.",
+        "Transition to full Unified Command (USCG, EPA, State DEQ, County Hazmat) by 10:00 hours."
+    ],
+    "8_current_and_planned_actions_strategies_tactics": [
+        {
+            "time": "07:15",
+            "actions": "Initial alarm dispatch; County Fire Engine 12 and Hazmat 1 respond. Initial 500-foot perimeter established."
+        },
+        {
+            "time": "07:30",
+            "actions": "Local Command established by Chief Henderson; Apex facility emergency shutdown initiated. Route 104 closed to traffic."
+        },
+        {
+            "time": "07:55",
+            "actions": "Regional Hazmat Team 4 arrives; initiates perimeter PID air monitoring and establishes decontamination corridor at Gate 2."
+        },
+        {
+            "time": "08:20",
+            "actions": "USCG Sector Strike Team and EPA On-Scene Coordinator arrive on scene; initiate Unified Command setup at Fire Station 12."
+        },
+        {
+            "time": "08:45",
+            "actions": "Marine Spill Response Vessel River Guardian deploys 1,000 feet of hard containment boom at MM 41.5 (Boom Site 1)."
+        },
+        {
+            "time": "09:15",
+            "actions": "Planned: Entry Team 1 to enter Hot Zone under Level B PPE to secure Tank #4 bottom manifold valve."
+        },
+        {
+            "time": "10:00",
+            "actions": "Planned: Deploy secondary sorbent deflection boom array at Boom Site 2 (MM 40.2) upstream of drinking water intake."
+        },
+        {
+            "time": "11:30",
+            "actions": "Planned: Vacuum truck operations commence skimmer recovery of pooled styrene at storm drain outfall."
+        }
+    ],
+    "9_current_organization": {
+        "incident_commanders": [
+            "Captain M. Ross (USCG Unified Command IC)",
+            "OSC E. Vance (EPA Co-IC)",
+            "Chief R. Henderson (County Fire IC)",
+            "J. Mercer (Apex Facility RP IC)"
+        ],
+        "safety_officer": "Lt. Commander David Miller",
+        "public_information_officer": "Elena Gomez (County OEM)",
+        "liaison_officer": "Captain Arthur Pendelton (State Police)",
+        "operations_section_chief": "Battalion Chief Marcus Brody",
+        "planning_section_chief": "Sarah L. Jenkins",
+        "logistics_section_chief": "Karen Albright",
+        "finance_administration_section_chief": "Robert Sterling",
+        "additional_positions": [
+            {
+                "position": "Hazmat Group Supervisor",
+                "name": "Captain Donald Kross (Hazmat 1)"
+            },
+            {
+                "position": "Waterborne Ops Branch Director",
+                "name": "Lt. Timothy Vance (USCG)"
+            }
+        ]
+    },
+    "10_resource_summary": [
+        {
+            "resource": "Hazmat Unit",
+            "resource_identifier": "HM-01",
+            "date_time_ordered": "08/13/2026 07:20",
+            "eta": "N/A",
+            "arrived": true,
+            "notes": "Conducted initial air monitoring; operating Hot Zone entry."
+        },
+        {
+            "resource": "Fire Engine",
+            "resource_identifier": "ENG-12",
+            "date_time_ordered": "08/13/2026 07:15",
+            "eta": "N/A",
+            "arrived": true,
+            "notes": "Securing perimeter and providing fire standby protection."
+        },
+        {
+            "resource": "USCG Strike Team",
+            "resource_identifier": "USCG-ST-04",
+            "date_time_ordered": "08/13/2026 07:40",
+            "eta": "N/A",
+            "arrived": true,
+            "notes": "Assisting with Unified Command and waterborne ops supervision."
+        },
+        {
+            "resource": "Spill Response Vessel",
+            "resource_identifier": "RV-RG-02",
+            "date_time_ordered": "08/13/2026 08:00",
+            "eta": "N/A",
+            "arrived": true,
+            "notes": "Deployed 1,000 ft containment boom at Boom Site 1."
+        },
+        {
+            "resource": "Vacuum Truck Unit",
+            "resource_identifier": "VAC-99",
+            "date_time_ordered": "08/13/2026 08:30",
+            "eta": "08/13/2026 10:45",
+            "arrived": false,
+            "notes": "En route to perform liquid product recovery at outfall."
+        },
+        {
+            "resource": "Air Monitoring Unit",
+            "resource_identifier": "AMR-03",
+            "date_time_ordered": "08/13/2026 08:15",
+            "eta": "08/13/2026 09:45",
+            "arrived": false,
+            "notes": "Transporting high-sensitivity PID and Jerome mercury/VOC analyzers."
+        }
+    ]
+}
\ No newline at end of file
diff --git a/benchmark/datasets/ground_truth/ics201_5.json b/benchmark/datasets/ground_truth/ics201_5.json
new file mode 100644
index 00000000..b99d02e0
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_5.json
@@ -0,0 +1,145 @@
+{
+  "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+  "2_incident_number": "USCG-EPA-R6-2026-1014",
+  "3_date_time_initiated": {
+    "date": "10/14/2026",
+    "time": "11:20"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "2.5-mile radius centered around Berth 42 of the Houston Ship Channel Tank Terminal.",
+    "incident_site_area": "Tanker Berth 42 (MM 51.2, West Bank), where a manifold failure on chemical parcel tanker M/T Stolt Synergy released concentrated 98% sulfuric acid.",
+    "impacted_areas": "500-yard perimeter along Berth 42 exhibiting localized water discoloration and acidic vapor mist, extending 400 yards downwind across adjacent industrial docks.",
+    "threatened_areas": "San Jacinto Battleground Historic Site 1.2 miles down-river and Channelview Residential Neighborhood 2.0 miles downwind to the North-Northwest.",
+    "overflight_results": "USCG Air Station Houston Helicopter 6512 confirmed a localized 150-yard plume dissipating in the ship channel with continuous water sampling underway.",
+    "trajectories": "Acidic vapor mist tracking North-Northwest at 8 mph; waterborne runoff moving with ebb tide East-Southeast at 1.2 knots.",
+    "impacted_shorelines": "400 yards of concrete bulkhead and wooden fender piling at Berth 42.",
+    "graphics_and_symbology": "North oriented vertically, depicting Staging Area Bravo at Jacintoport Terminal, Spill Boom Site 1, Command Post at USCG Sector Houston-Galveston, Exclusion Zone boundaries (1,000 ft radius), and ship channel navigation safety zones."
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "At 10:50 CDT on 10/14/2026, a high-pressure discharge hose burst during offloading operations at Berth 42, spilling approximately 4,200 gallons of 98% sulfuric acid into secondary containment and the ship channel, generating a dense corrosive acid mist cloud.",
+    "health_and_safety_hazards": "Severe skin necrosis upon contact, permanent ocular damage, pulmonary edema from acid mist inhalation, extreme heat reaction when mixed with water, and slip hazards on degraded berth decking.",
+    "necessary_measures": "Enforce 1,000-foot Exclusion Zone; Level A chemical suit protection with SCBA for Hot Zone entries; Level B protective suits with SCBA for Warm Zone support; continuous pH water sampling and real-time acid mist sensor monitoring; mandatory dual-stage lime neutralization decontamination wash at Gate 4."
+  },
+  "6_prepared_by": {
+    "name": "Commander Richard Croft",
+    "position_title": "Planning Section Chief",
+    "signature": "Richard Croft",
+    "date_time": "10/14/2026 13:00"
+  },
+  "7_current_and_planned_objectives": [
+    "Enforce a 1,000-foot Exclusion Zone around Berth 42 and secure vessel offloading by 12:00 hours.",
+    "Complete neutralization of deck spill using sodium bicarbonate slurry by 14:00 hours.",
+    "Deploy chemical neutralization boom array at Berth 42 slip by 13:30 hours.",
+    "Monitor atmospheric acid mist levels along Channelview perimeter to ensure public safety by 15:00 hours.",
+    "Transition to Unified Command (USCG, EPA, TCEQ, RP) by 12:30 hours."
+  ],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "11:20",
+      "actions": "Initial emergency response initiated; Port Authority Fire Engines 81 and 82 respond; 1,000-foot safety perimeter set up."
+    },
+    {
+      "time": "11:45",
+      "actions": "Sector Command established by Captain H. Vance; Houston Ship Channel traffic restricted to one-way slow speed."
+    },
+    {
+      "time": "12:15",
+      "actions": "Port Hazmat Team 1 arrives on scene to establish pH monitoring grid and set up neutralization decon corridor."
+    },
+    {
+      "time": "12:50",
+      "actions": "USCG Strike Team arrives; initiates shipboard inspection and containment audit."
+    },
+    {
+      "time": "13:15",
+      "actions": "Stolt Tankers RP response vessel deploys chemical sorbent boom around M/T Stolt Synergy."
+    },
+    {
+      "time": "14:00",
+      "actions": "Planned: Entry Team Alpha under Level A PPE executes emergency valve shutdown on shipboard manifold."
+    },
+    {
+      "time": "14:30",
+      "actions": "Planned: Begin high-volume sodium bicarbonate dry-powder application on vessel deck."
+    },
+    {
+      "time": "16:00",
+      "actions": "Planned: Perform secondary overflight to confirm complete plume dissipation."
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": [
+      "Captain H. Vance (USCG Unified Command IC)",
+      "OSC M. Reynolds (EPA Co-IC)",
+      "Chief D. Garcia (Port Authority Fire IC)",
+      "K. Lindqvist (Stolt Tankers RP IC)"
+    ],
+    "safety_officer": "Commander Thomas Blake",
+    "public_information_officer": "Laura Martinez (Port Authority)",
+    "liaison_officer": "Inspector R. Sterling (TCEQ)",
+    "operations_section_chief": "Battalion Chief A. Ross",
+    "planning_section_chief": "Commander Richard Croft",
+    "logistics_section_chief": "Sandra Keller",
+    "finance_administration_section_chief": "Wayne Miller",
+    "additional_positions": [
+      {
+        "position": "Chemical Hazards Specialist",
+        "name": "Dr. V. Patel"
+      },
+      {
+        "position": "Vessel Boarding Group Supervisor",
+        "name": "Lt. J. Thorne"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "Port Authority Hazmat Team",
+      "resource_identifier": "HZM-PORT-1",
+      "date_time_ordered": "10/14/2026 11:25",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Executing pH sampling grid and Hot Zone entry prep."
+    },
+    {
+      "resource": "Port Fire Engine",
+      "resource_identifier": "ENG-81",
+      "date_time_ordered": "10/14/2026 11:20",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Securing 1,000 ft landward perimeter and foam standby."
+    },
+    {
+      "resource": "USCG Gulf Strike Team",
+      "resource_identifier": "USCG-GST-02",
+      "date_time_ordered": "10/14/2026 11:50",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Supervising vessel entry protocol and safety verification."
+    },
+    {
+      "resource": "Chemical Response Vessel",
+      "resource_identifier": "RV-AC-01",
+      "date_time_ordered": "10/14/2026 12:00",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Deployed chemical sorbent boom around vessel berth."
+    },
+    {
+      "resource": "Lime Neutralization Truck Unit",
+      "resource_identifier": "NEUT-TRK-05",
+      "date_time_ordered": "10/14/2026 12:30",
+      "eta": "10/14/2026 14:15",
+      "arrived": false,
+      "notes": "Delivering 10 tons of dry sodium bicarbonate slurry."
+    },
+    {
+      "resource": "Mobile Air Sampling Van",
+      "resource_identifier": "AIR-SAM-02",
+      "date_time_ordered": "10/14/2026 12:10",
+      "eta": "10/14/2026 13:45",
+      "arrived": false,
+      "notes": "Transporting real-time SO3/acid mist photoionization sensors."
+    }
+  ]
+}
diff --git a/benchmark/datasets/ground_truth/ics201_6.json b/benchmark/datasets/ground_truth/ics201_6.json
new file mode 100644
index 00000000..d22b858a
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_6.json
@@ -0,0 +1,144 @@
+{
+  "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+  "2_incident_number": "NTSB-EPA-R10-2026-1102",
+  "3_date_time_initiated": {
+    "date": "11/02/2026",
+    "time": "04:45"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "5.0-mile radius centered around BNSF Railway Milepost 218.4 near Skykomish, WA.",
+    "incident_site_area": "BNSF Rail Milepost 218.4; 5 freight cars derailed including pressurized tank car DOT-105J500W (BNSF-77402) containing liquefied chlorine gas with damaged protective valve housing.",
+    "impacted_areas": "1,500-foot vapor dispersion zone along the rail right-of-way and adjacent State Route 2.",
+    "threatened_areas": "Town of Skykomish (1.8 miles West downwind) and South Fork Skykomish River salmon spawning habitat (300 feet South).",
+    "overflight_results": "WSP FLIR Helicopter WSP-AIR-2 confirmed a localized green-yellow chlorine cloud hugging the ravine floor and drifting West-Northwest at 4 mph.",
+    "trajectories": "Airborne toxic plume tracking West-Northwest along State Route 2 corridor at 4 mph; zero liquid chemical runoff entering waterways.",
+    "impacted_shorelines": "None; ground contamination restricted to northern ravine embankment slopes.",
+    "graphics_and_symbology": "North oriented vertically, depicting Staging Area Charlie at Stevens Pass Maintenance Yard, Mobile Command Post at Skykomish School District Gym, 1.5-mile Exclusion Zone boundary, and State Route 2 traffic closure checkpoints."
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "At 04:15 PST on 11/02/2026, a mountain derailment caused 5 freight cars to leave the tracks. Tank car BNSF-77402 sustained severe dome housing damage, resulting in a low-rate pressurized vapor release of toxic chlorine at approximately 15 lbs/min. State Route 2 was closed and mandatory evacuation issued for 250 residents of Skykomish.",
+    "health_and_safety_hazards": "Severe pulmonary edema risk from chlorine gas inhalation, ocular and skin chemical burns, acute respiratory collapse, mountain hypothermia (ambient temp 34°F), and steep terrain slip hazards.",
+    "necessary_measures": "Enforce 1.5-mile Exclusion Zone; mandatory Level A vapor-tight encapsulated suits with SCBA for Hot Zone entry personnel; Level B suits for Warm Zone support; continuous electrochemical chlorine sensor monitoring at CP baselines; mandatory indoor shelter-in-place for outer perimeters; heated wet-decontamination trailer wash at Staging Area Charlie."
+  },
+  "6_prepared_by": {
+    "name": "Lt. Colonel Alan Vance",
+    "position_title": "Planning Section Chief",
+    "signature": "Alan Vance",
+    "date_time": "11/02/2026 07:15"
+  },
+  "7_current_and_planned_objectives": [
+    "Complete mandatory evacuation of Skykomish township within 1.5-mile radius by 07:30 hours.",
+    "Perform Hot Zone entry to apply Emergency B-Kit capping assembly on chlorine railcar dome by 09:30 hours.",
+    "Establish continuous multi-point perimeter air monitoring along State Route 2 by 08:00 hours.",
+    "Secure rail right-of-way and establish Unified Command by 07:00 hours."
+  ],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "04:45",
+      "actions": "Initial alarm dispatch; Skykomish Fire and King County Sheriff units respond, closing State Route 2 at Milepost 215."
+    },
+    {
+      "time": "05:15",
+      "actions": "Local Command established by Chief D. Olson; mandatory evacuation sirens activated across Skykomish."
+    },
+    {
+      "time": "05:50",
+      "actions": "Regional Hazmat Team 3 and BNSF Response Team arrived on scene to initiate perimeter air testing."
+    },
+    {
+      "time": "06:30",
+      "actions": "WSP FLIR helicopter completed thermal overflight mapping plume dispersion."
+    },
+    {
+      "time": "07:00",
+      "actions": "Unified Command established at Skykomish School Gym with EPA Region 10 and BNSF RP."
+    },
+    {
+      "time": "08:15",
+      "actions": "Planned: Entry Team 1 under Level A PPE initiates B-Kit capping tool installation on railcar valve dome."
+    },
+    {
+      "time": "09:30",
+      "actions": "Planned: Perform pressure test and seal verification of capping assembly."
+    },
+    {
+      "time": "11:00",
+      "actions": "Planned: Complete environmental health review to evaluate lifting outer zone evacuation orders."
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": [
+      "Captain E. Miller (WSP Unified Command IC)",
+      "OSC R. Brooks (EPA R10 Co-IC)",
+      "Chief D. Olson (Skykomish Fire IC)",
+      "M. Campbell (BNSF Railway RP IC)"
+    ],
+    "safety_officer": "Captain Marcus Vance",
+    "public_information_officer": "Jennifer Hayes (WSDOT)",
+    "liaison_officer": "Deputy S. Kowalski (KCSO)",
+    "operations_section_chief": "Battalion Chief T. Higgins",
+    "planning_section_chief": "Lt. Colonel Alan Vance",
+    "logistics_section_chief": "David Sterling",
+    "finance_administration_section_chief": "Patricia Ross",
+    "additional_positions": [
+      {
+        "position": "Rail Hazmat Specialist",
+        "name": "G. Peterson (BNSF)"
+      },
+      {
+        "position": "Evacuation Group Supervisor",
+        "name": "Sgt. H. Lin (KCSO)"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "King County Hazmat 3",
+      "resource_identifier": "HZM-33",
+      "date_time_ordered": "11/02/2026 05:00",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Preparing Level A Entry Team 1 and Emergency B-Kit capping assembly."
+    },
+    {
+      "resource": "Skykomish Engine 11",
+      "resource_identifier": "ENG-11",
+      "date_time_ordered": "11/02/2026 04:45",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Securing State Route 2 East closure checkpoint."
+    },
+    {
+      "resource": "BNSF Emergency Response Unit",
+      "resource_identifier": "BNSF-ER-01",
+      "date_time_ordered": "11/02/2026 05:15",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "On scene with railcar specialized capping kits."
+    },
+    {
+      "resource": "WSP Aviation FLIR Helicopter",
+      "resource_identifier": "WSP-AIR-2",
+      "date_time_ordered": "11/02/2026 05:30",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Completed thermal imagery mapping of plume drift."
+    },
+    {
+      "resource": "Mobile Decontamination Trailer",
+      "resource_identifier": "DECON-04",
+      "date_time_ordered": "11/02/2026 05:45",
+      "eta": "11/02/2026 08:30",
+      "arrived": false,
+      "notes": "En route to establish warm water decon at Staging Area Charlie."
+    },
+    {
+      "resource": "Hazmat Air Monitoring Recon",
+      "resource_identifier": "AIR-MON-10",
+      "date_time_ordered": "11/02/2026 06:00",
+      "eta": "11/02/2026 07:45",
+      "arrived": false,
+      "notes": "En route with multi-gas chlorine sensors."
+    }
+  ]
+}
diff --git a/benchmark/datasets/ground_truth/ics201_7.json b/benchmark/datasets/ground_truth/ics201_7.json
new file mode 100644
index 00000000..99dcd09e
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_7.json
@@ -0,0 +1,145 @@
+{
+  "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+  "2_incident_number": "CalOES-EPA-R9-2026-0518",
+  "3_date_time_initiated": {
+    "date": "05/18/2026",
+    "time": "13:10"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "4.0-mile radius including Trans-California Pipeline MM 87.3, Sawpit Canyon, and Silverwood Reservoir basin.",
+    "incident_site_area": "Valve Station 12 along Trans-California Pipeline MM 87.3 in Sawpit Canyon, where a 12-inch pressurized crude line ruptured.",
+    "impacted_areas": "800 yards of Sawpit Canyon creek bed carrying crude oil towards Silverwood Lake, with a 30-acre surface oil sheen in reservoir South arm.",
+    "threatened_areas": "Mojave Water Agency Municipal Pumping Plant (1.5 miles North) and Silverwood Lake State Recreation Area campgrounds (0.8 miles West).",
+    "overflight_results": "Cal FIRE Recon Aircraft 240 confirmed heavy black crude pooling in Sawpit Canyon and a 400-yard wide oil ribbon entering Silverwood Lake.",
+    "trajectories": "Waterborne crude oil slick moving North at 1.0 knot towards main reservoir basin; airborne volatile organic cloud tracking Southeast at 7 mph into canyon slopes.",
+    "impacted_shorelines": "1.2 miles of rocky reservoir shoreline and marsh vegetation along Sawpit Canyon inlet.",
+    "graphics_and_symbology": "North oriented vertically, depicting Staging Area Delta at Silverwood Lake Marina, Incident Command Post at Hesperia Fire Station 30, 1,000-foot Exclusion Zone perimeter, Deflection Boom Sites A and B, and municipal water intake protection zones."
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "At 12:40 PDT on 05/18/2026, a hillside land movement ruptured a 12-inch crude oil pipeline at MM 87.3, discharging approximately 12,000 gallons of heavy crude oil into Sawpit Canyon creek before automated valves shut off flow. The oil flowed downstream into Silverwood Reservoir, threatening southern California drinking water supplies.",
+    "health_and_safety_hazards": "Toxic benzene vapor inhalation, volatile organic compound exposure, acute flammability (flash point 65°F), wildfire ignition risk in dry brush, slip-and-fall hazards on oily terrain, and severe heat exhaustion (ambient temp 94°F).",
+    "necessary_measures": "Mandatory 1,000-foot Exclusion Zone; Level B PPE with SCBA for initial Hot Zone creek entry; Level C PPE with organic vapor respirators for shoreline booming teams; continuous PID air monitoring downwind; mandatory wildland fire standby team with AFFF foam; establishment of dual-basin wash decontamination at Marina Ramp 2."
+  },
+  "6_prepared_by": {
+    "name": "Captain Rachel Brooks",
+    "position_title": "Planning Section Chief",
+    "signature": "Rachel Brooks",
+    "date_time": "05/18/2026 15:30"
+  },
+  "7_current_and_planned_objectives": [
+    "Enforce 1,000-foot Exclusion Zone and secure pipeline isolation by 14:00 hours.",
+    "Deploy 2,000 feet of containment boom across Sawpit Canyon inlet by 16:30 hours to prevent oil migration to water intake.",
+    "Evacuate Silverwood Lake State Recreation Area campgrounds by 15:00 hours.",
+    "Initiate skimmer boat oil recovery in South arm of reservoir by 17:00 hours.",
+    "Establish Unified Command (Cal OES, EPA R9, USFS, San Bernardino County Fire, Pipeline RP) by 14:30 hours."
+  ],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "13:10",
+      "actions": "Alarm dispatch; San Bernardino County Fire Engine 30 and USFS Crew 4 respond to set up initial safety perimeter."
+    },
+    {
+      "time": "13:40",
+      "actions": "Local Command established by Chief M. Thorne; Trans-California Pipeline operators confirm remote valve isolation at MM 85 and MM 90."
+    },
+    {
+      "time": "14:15",
+      "actions": "State Parks Rangers complete full evacuation of Silverwood Lake campgrounds (150 visitors evacuated)."
+    },
+    {
+      "time": "14:45",
+      "actions": "Cal OES and EPA OSC arrive on scene; Unified Command established at Station 30."
+    },
+    {
+      "time": "15:15",
+      "actions": "Clean Harbors Spill Response Vessel deploys 1,200 feet of hard boom at Sawpit Inlet (Boom Site A)."
+    },
+    {
+      "time": "16:00",
+      "actions": "Planned: Deploy secondary sorbent deflection boom array at Boom Site B upstream of Mojave Water Intake."
+    },
+    {
+      "time": "17:00",
+      "actions": "Planned: Vacuum skimmer vessel Lake Clean 1 initiates surface crude extraction in South arm."
+    },
+    {
+      "time": "18:30",
+      "actions": "Planned: Complete initial shoreline oiling assessment along Sawpit Canyon inlet."
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": [
+      "OSC C. Martinez (EPA R9 Co-IC)",
+      "Chief M. Thorne (SBCo Fire IC)",
+      "Chief Inspector A. Kim (Cal OES)",
+      "W. Vance (Pipeline RP IC)"
+    ],
+    "safety_officer": "Captain Gregory Hall",
+    "public_information_officer": "Samantha Norris (Cal OES)",
+    "liaison_officer": "Ranger D. Stevens (State Parks)",
+    "operations_section_chief": "Battalion Chief Kevin Ross",
+    "planning_section_chief": "Captain Rachel Brooks",
+    "logistics_section_chief": "Megan Taylor",
+    "finance_administration_section_chief": "Jason Wu",
+    "additional_positions": [
+      {
+        "position": "Environmental Unit Leader",
+        "name": "Dr. L. Arispe (USFS)"
+      },
+      {
+        "position": "Waterborne Recovery Supervisor",
+        "name": "Captain B. Walsh (Clean Harbors)"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "San Bernardino Hazmat Engine",
+      "resource_identifier": "ENG-30",
+      "date_time_ordered": "05/18/2026 13:10",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Operating perimeter vapor monitoring and fire standby."
+    },
+    {
+      "resource": "USFS Wildland Handcrew",
+      "resource_identifier": "CREW-04",
+      "date_time_ordered": "05/18/2026 13:15",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Clearing brush and building containment dikes in Sawpit Canyon."
+    },
+    {
+      "resource": "State Parks Ranger Unit",
+      "resource_identifier": "PARK-12",
+      "date_time_ordered": "05/18/2026 13:20",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Completed campground evacuations and road closures."
+    },
+    {
+      "resource": "Clean Harbors Spill Vessel",
+      "resource_identifier": "RV-LC-01",
+      "date_time_ordered": "05/18/2026 14:00",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Deployed 1,200 ft hard boom at Sawpit Canyon inlet."
+    },
+    {
+      "resource": "Heavy Vacuum Skimmer Boat",
+      "resource_identifier": "SKIM-02",
+      "date_time_ordered": "05/18/2026 14:30",
+      "eta": "05/18/2026 16:45",
+      "arrived": false,
+      "notes": "En route from San Pedro for reservoir skimmer recovery."
+    },
+    {
+      "resource": "Air Monitoring Recon Unit",
+      "resource_identifier": "AIR-MON-08",
+      "date_time_ordered": "05/18/2026 14:10",
+      "eta": "05/18/2026 15:45",
+      "arrived": false,
+      "notes": "En route with photoionization detectors and benzene gas sensors."
+    }
+  ]
+}
diff --git a/benchmark/datasets/ground_truth/ics201_8.json b/benchmark/datasets/ground_truth/ics201_8.json
new file mode 100644
index 00000000..50fed48e
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_8.json
@@ -0,0 +1,145 @@
+{
+  "1_incident_name": "Delaware Bay Container Vessel Collision & Fuel Oil Spill",
+  "2_incident_number": "USCG-D5-2026-0629",
+  "3_date_time_initiated": {
+    "date": "06/29/2026",
+    "time": "22:40"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "6.0-mile radius centered at Delaware Bay Shipping Channel Buoy 14 near Lewes, DE.",
+    "incident_site_area": "Delaware Bay Channel Buoy 14 (38.85°N, 75.12°W), where container vessel M/V Atlantic Voyager collided with a bulk carrier, breaching fuel tank #3 port side.",
+    "impacted_areas": "3.5-mile long heavy oil sheen extending East-Southeast across the bay channel towards Cape Henlopen State Park.",
+    "threatened_areas": "Prime Hook National Wildlife Refuge (4.0 miles Northwest) and Cape Henlopen Tidal Salt Marshes (2.5 miles South).",
+    "overflight_results": "USCG HC-144 Ocean Sentry aircraft confirmed a 300-yard wide slick of Intermediate Fuel Oil (IFO 380) drifting with the flood tide.",
+    "trajectories": "Waterborne oil slick migrating East-Southeast at 2.2 knots toward Cape Henlopen under coastal winds of 14 knots from West-Northwest.",
+    "impacted_shorelines": "2.0 miles of outer sandy beach and dune lines along Cape Henlopen State Park.",
+    "graphics_and_symbology": "North oriented vertically, depicting Staging Area Echo at Lewes Ferry Terminal, Incident Command Post at USCG Sector Delaware Bay Headquarters, 1,000-yard Maritime Safety Zone, Boom Sites 1, 2, and 3, and wildlife protection zones."
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "At 22:15 EDT on 06/29/2026, container vessel M/V Atlantic Voyager collided with anchored bulk carrier M/V Pacific Trader near Buoy 14. Port fuel tank #3 breached, discharging approximately 25,000 gallons of heavy Intermediate Fuel Oil (IFO 380) before internal fuel transfer halted the release.",
+    "health_and_safety_hazards": "Hydrocarbon vapor exposure (benzene/H2S), direct dermal toxicity, severe slip hazards on oily vessel hulls and shorelines, nighttime over-water operations, water drowning risk, and wildlife exposure risks.",
+    "necessary_measures": "Establish 1,000-yard Maritime Safety Zone; mandatory Level C PPE with PFDs and half-mask organic vapor respirators for maritime responders; continuous H2S and PID air monitoring on response vessels; compulsory work-rest hydration cycles; mobile vessel decontamination station established at Lewes Pier."
+  },
+  "6_prepared_by": {
+    "name": "Commander James Vance",
+    "position_title": "Planning Section Chief",
+    "signature": "James Vance",
+    "date_time": "06/30/2026 01:30"
+  },
+  "7_current_and_planned_objectives": [
+    "Secure maritime safety perimeter and stabilize damaged vessel by 01:00 hours.",
+    "Deploy protective booming across Cape Henlopen salt marsh inlets by 04:00 hours.",
+    "Initiate offshore skimming operations using MSRC oil recovery vessels by 05:30 hours.",
+    "Activate wildlife rescue and rehab operations with Tri-State Bird Rescue by 06:00 hours.",
+    "Establish Unified Command (USCG, EPA, Delaware DNREC, M/V Atlantic Voyager RP) by 02:00 hours."
+  ],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "22:40",
+      "actions": "Initial alarm dispatch; USCG Station Lewes response boats 45601 and 45602 respond to establish maritime safety zone."
+    },
+    {
+      "time": "23:15",
+      "actions": "Local Command established by Captain P. Hayes; Sector Delaware Bay requests MSRC oil spill response vessel mobilization."
+    },
+    {
+      "time": "23:50",
+      "actions": "M/V Atlantic Voyager crew completes internal fuel transfer, halting active discharge from fuel tank #3."
+    },
+    {
+      "time": "00:30",
+      "actions": "USCG HC-144 overflight completes IR sensor oil slick mapping."
+    },
+    {
+      "time": "01:15",
+      "actions": "Delaware DNREC response team arrives at Lewes Command Post; Unified Command established."
+    },
+    {
+      "time": "03:00",
+      "actions": "Planned: MSRC Response Vessel Delaware Responder deploys 2,500 feet of ocean containment boom at Buoy 14."
+    },
+    {
+      "time": "04:30",
+      "actions": "Planned: Deploy sorbent diversion boom at Cape Henlopen Inlet (Boom Site 2)."
+    },
+    {
+      "time": "06:00",
+      "actions": "Planned: Tri-State Bird Rescue team commences shoreline wildlife search along Cape Henlopen beaches."
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": [
+      "Captain P. Hayes (USCG Unified Command IC)",
+      "OSC T. Gallagher (EPA R3)",
+      "Secretary A. Lawson (Delaware DNREC)",
+      "H. Lindemann (Atlantic Shipping RP IC)"
+    ],
+    "safety_officer": "Lt. Commander Mark Reynolds",
+    "public_information_officer": "Chief Petty Officer Kelly Adams",
+    "liaison_officer": "Inspector R. Thorne (DNREC)",
+    "operations_section_chief": "Commander Frank Miller",
+    "planning_section_chief": "Commander James Vance",
+    "logistics_section_chief": "Laura Bennett",
+    "finance_administration_section_chief": "Charles Foster",
+    "additional_positions": [
+      {
+        "position": "Scientific Support Coordinator",
+        "name": "Dr. E. Sullivan (NOAA)"
+      },
+      {
+        "position": "Wildlife Branch Director",
+        "name": "Dr. C. Jenkins (Tri-State)"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "USCG Response Boat Medium",
+      "resource_identifier": "RBM-45601",
+      "date_time_ordered": "06/29/2026 22:40",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Maintaining 1,000-yard safety zone around damaged vessel."
+    },
+    {
+      "resource": "USCG Station Lewes RBM",
+      "resource_identifier": "RBM-45602",
+      "date_time_ordered": "06/29/2026 22:40",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Conducting water sampling and perimeter safety watch."
+    },
+    {
+      "resource": "MSRC Spill Vessel Delaware Responder",
+      "resource_identifier": "RV-MSRC-01",
+      "date_time_ordered": "06/29/2026 23:00",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Deployed 2,500 ft ocean boom and preparing offshore skimmer."
+    },
+    {
+      "resource": "USCG Ocean Sentry Aircraft",
+      "resource_identifier": "USCG-HC144",
+      "date_time_ordered": "06/29/2026 23:10",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Completed IR slick mapping and overflight tracking."
+    },
+    {
+      "resource": "Mobile Wildlife Rehabilitation Trailer",
+      "resource_identifier": "WILD-REHAB-1",
+      "date_time_ordered": "06/30/2026 00:15",
+      "eta": "06/30/2026 05:45",
+      "arrived": false,
+      "notes": "En route to establish bird cleaning station at Lewes Pier."
+    },
+    {
+      "resource": "Shoreline Cleanup Strike Team",
+      "resource_identifier": "SCAT-TEAM-1",
+      "date_time_ordered": "06/30/2026 00:45",
+      "eta": "06/30/2026 06:30",
+      "arrived": false,
+      "notes": "Mobilizing for Cape Henlopen beach oil assessment."
+    }
+  ]
+}
diff --git a/benchmark/datasets/ground_truth/ics201_9.json b/benchmark/datasets/ground_truth/ics201_9.json
new file mode 100644
index 00000000..c182deff
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics201_9.json
@@ -0,0 +1,145 @@
+{
+  "1_incident_name": "Oakridge Industrial Park Anhydrous Ammonia Release",
+  "2_incident_number": "EPA-R2-2026-0905",
+  "3_date_time_initiated": {
+    "date": "09/05/2026",
+    "time": "08:15"
+  },
+  "4_map_sketch": {
+    "total_area_of_operations": "2.0-mile radius centered at Cold Storage Logistics Building 7, Edison, NJ.",
+    "incident_site_area": "Mechanical Room 3 on roof deck of Cold Storage Logistics Building 7 (100 Industrial Parkway), where an 8-inch high-pressure ammonia chiller line fractured.",
+    "impacted_areas": "400-yard vapor dispersion plume encompassing Building 7 loading dock and northern section of Industrial Parkway.",
+    "threatened_areas": "Meadowlands Residential Community (0.9 miles East downwind) and Edison Transit Center (1.2 miles Southeast).",
+    "overflight_results": "Edison Police Drone Recon Unit DRONE-PD-1 confirmed a dense white fog cloud hovering over Roof Mechanical Room 3 and drifting East-Northeast at 5 mph.",
+    "trajectories": "Airborne toxic anhydrous ammonia cloud migrating East-Northeast at 5 mph; zero liquid chemical product entering storm drainage systems.",
+    "impacted_shorelines": "None; contamination restricted to localized industrial ground surfaces and rooftop structures.",
+    "graphics_and_symbology": "North oriented vertically, depicting Staging Area Foxtrot at Edison High School parking lot, Command Post at Edison Fire Station 4, 1,000-foot Exclusion Zone boundary, and Industrial Parkway traffic control points."
+  },
+  "5_situation_summary_health_safety_briefing": {
+    "situation_summary": "At 07:45 EDT on 09/05/2026, a mechanical vibration failure severed an 8-inch liquid refrigeration line inside Mechanical Room 3 at Cold Storage Logistics, releasing approximately 3,000 lbs of anhydrous ammonia gas. Building 7 was evacuated immediately (85 employees), and a 1,000-foot perimeter isolation zone was established.",
+    "health_and_safety_hazards": "Severe chemical asphyxiation, acute pulmonary edema, permanent ocular injury, cryogenic chemical freeze burns, flammability risk in enclosed spaces (LEL 15-28%), and physical fall hazards from roof decking.",
+    "necessary_measures": "Mandatory 1,000-foot Exclusion Zone; Level A encapsulated vapor suits with SCBA for all roof entry personnel; Level B suits for ground backup teams; continuous electrochemical ammonia air monitoring at perimeter boundaries; high-volume water curtain deployment for vapor knockdown; mandatory dual-basin chemical wash decontamination corridor at Building 7 main entrance."
+  },
+  "6_prepared_by": {
+    "name": "Captain Michael Vance",
+    "position_title": "Planning Section Chief",
+    "signature": "Michael Vance",
+    "date_time": "09/05/2026 10:30"
+  },
+  "7_current_and_planned_objectives": [
+    "Enforce 1,000-foot Exclusion Zone and isolate Building 7 HVAC intake by 08:30 hours.",
+    "Perform roof entry under Level A PPE to manually isolate main receiver valve by 11:00 hours.",
+    "Deploy high-volume water curtain monitoring nozzles to suppress cloud drift by 09:30 hours.",
+    "Perform continuous downwind air monitoring along Meadowlands border by 09:00 hours.",
+    "Establish Unified Command (Edison Fire, NJ DEP, EPA R2, Facility RP) by 08:45 hours."
+  ],
+  "8_current_and_planned_actions_strategies_tactics": [
+    {
+      "time": "08:15",
+      "actions": "Initial alarm dispatch; Edison Fire Engines 4 and 6 respond and assist Building 7 evacuation."
+    },
+    {
+      "time": "08:35",
+      "actions": "Local Command established by Chief E. Sullivan; Industrial Parkway closed at Kilmer Road."
+    },
+    {
+      "time": "09:00",
+      "actions": "Middlesex County Hazmat Team 2 arrived to set up perimeter air monitoring grid and water fog curtain monitors."
+    },
+    {
+      "time": "09:40",
+      "actions": "NJ DEP and EPA Region 2 OSC arrived on scene; Unified Command established at Station 4."
+    },
+    {
+      "time": "10:15",
+      "actions": "Drone recon flight confirmed water curtains reduced downwind cloud density by 60%."
+    },
+    {
+      "time": "11:00",
+      "actions": "Planned: Entry Team 1 under Level A PPE executes emergency roof entry to isolate main refrigeration manifold."
+    },
+    {
+      "time": "12:00",
+      "actions": "Planned: Initiate mechanical ventilation of Building 7 interior through charcoal scrubber array."
+    },
+    {
+      "time": "13:30",
+      "actions": "Planned: Conduct clearance air sampling inside Building 7 prior to facility re-entry."
+    }
+  ],
+  "9_current_organization": {
+    "incident_commanders": [
+      "Chief E. Sullivan (Edison Fire IC)",
+      "OSC H. Miller (EPA R2)",
+      "Inspector G. Ross (NJ DEP)",
+      "T. Jenkins (Cold Storage RP IC)"
+    ],
+    "safety_officer": "Captain Robert Hayes",
+    "public_information_officer": "Amanda Walsh (Edison OEM)",
+    "liaison_officer": "Lt. D. Kincaid (Middlesex PD)",
+    "operations_section_chief": "Battalion Chief Brian O'Connor",
+    "planning_section_chief": "Captain Michael Vance",
+    "logistics_section_chief": "Karen Miller",
+    "finance_administration_section_chief": "Steven Zhang",
+    "additional_positions": [
+      {
+        "position": "Refrigeration Systems Specialist",
+        "name": "C. Bauer (Cold Storage RP)"
+      },
+      {
+        "position": "Air Monitoring Leader",
+        "name": "Lt. V. Patel (County Hazmat)"
+      }
+    ]
+  },
+  "10_resource_summary": [
+    {
+      "resource": "Middlesex County Hazmat 2",
+      "resource_identifier": "HZM-MC-02",
+      "date_time_ordered": "09/05/2026 08:20",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Operating water curtains and preparing Level A roof entry."
+    },
+    {
+      "resource": "Edison Fire Engine 4",
+      "resource_identifier": "ENG-04",
+      "date_time_ordered": "09/05/2026 08:15",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Supplying high-pressure water to fog monitors for vapor suppression."
+    },
+    {
+      "resource": "Edison Ladder Truck 2",
+      "resource_identifier": "LADDER-02",
+      "date_time_ordered": "09/05/2026 08:15",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Positioned for roof access and aerial water stream deployment."
+    },
+    {
+      "resource": "Police Drone Recon Unit",
+      "resource_identifier": "DRONE-PD-1",
+      "date_time_ordered": "09/05/2026 08:30",
+      "eta": "N/A",
+      "arrived": true,
+      "notes": "Conducting continuous thermal and aerial monitoring of plume drift."
+    },
+    {
+      "resource": "Mobile Mechanical Scrubber Unit",
+      "resource_identifier": "VENT-SCRUB-3",
+      "date_time_ordered": "09/05/2026 09:15",
+      "eta": "09/05/2026 11:45",
+      "arrived": false,
+      "notes": "En route to perform positive pressure building scrubbing."
+    },
+    {
+      "resource": "High-Sensitivity Air Monitoring Truck",
+      "resource_identifier": "AIR-TRK-07",
+      "date_time_ordered": "09/05/2026 09:00",
+      "eta": "09/05/2026 10:15",
+      "arrived": false,
+      "notes": "En route to monitor downwind Meadowlands residential perimeter."
+    }
+  ]
+}
diff --git a/benchmark/datasets/ground_truth/ics202_2.json b/benchmark/datasets/ground_truth/ics202_2.json
new file mode 100644
index 00000000..c0af4580
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics202_2.json
@@ -0,0 +1,49 @@
+{
+  "ics_202_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_objectives": [
+      "Maintain 100% responder compliance with SCBA Level B PPE within the 500-foot Exclusion Zone throughout the night shift.",
+      "Complete installation of 1,000 feet of sorbent containment boom array across Blackwood River at Boom Site 2 by 22:00 hours to protect downstream municipal water intake.",
+      "Complete hot-tap product evacuation of damaged pipeline section by 02:00 hours to stop active anhydrous ammonia leakage.",
+      "Maintain continuous automated PID perimeter air monitoring downwind along Route 104 with telemetry reporting to CP every 30 minutes.",
+      "Finalize Operational Period 2 IAP shift plan and resource request documentation by 04:30 hours."
+    ],
+    "4_operational_period_command_emphasis": "Focus tactical operations on maintaining river boom integrity under rising night tides and ensuring strict atmospheric air monitoring during the overnight temperature drop when ammonia vapors hug low ground.",
+    "general_situational_awareness": "Clear night skies, temperatures dropping to 58°F, and wind shifting from East-Northeast to North at 4 mph. Low-lying fog expected near riverbanks between 02:00 and 06:00 hours. High vigilance required for slick riverbank terrain and reduced nighttime visibility.",
+    "5_site_safety_plan_required": true,
+    "approved_site_safety_plans_located_at": "Mobile Command Post Briefing Trailer at Station 12",
+    "6_incident_action_plan_attachments": {
+      "ics_203": true,
+      "ics_204": true,
+      "ics_205": true,
+      "ics_205a": false,
+      "ics_206": true,
+      "ics_207": false,
+      "ics_208": true,
+      "map_chart": true,
+      "weather_forecast_tides_currents": true,
+      "other_attachments": [
+        "Ammonia Air Dispersion Model Map",
+        "Pipeline Shutoff Schematic"
+      ]
+    },
+    "7_prepared_by": {
+      "name": "Sarah L. Jenkins",
+      "position_title": "Planning Section Chief",
+      "signature": "Sarah L. Jenkins",
+      "date_time": "08/13/2026 16:30"
+    },
+    "8_approved_by_incident_commander": {
+      "name": "Chief R. Henderson",
+      "signature": "Chief R. Henderson",
+      "date_time": "08/13/2026 17:15"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics202_3.json b/benchmark/datasets/ground_truth/ics202_3.json
new file mode 100644
index 00000000..786d9948
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics202_3.json
@@ -0,0 +1,49 @@
+{
+  "ics_202_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_objectives": [
+      "Ensure zero safety incidents by enforcing mandatory Level A chemical suit entry procedures for all vessel deck operations.",
+      "Apply 10 tons of dry sodium bicarbonate slurry to neutralize pooled acid on Berth 42 deck by 12:00 hours.",
+      "Maintain 2,000 feet of chemical sorbent boom around M/T Stolt Synergy and conduct hourly river pH sampling to ensure zero downstream acid migration.",
+      "Complete vessel hull structural integrity audit and offloading manifold pressure test by 15:00 hours.",
+      "Conduct continuous public air monitoring along Channelview community boundary and issue real-time safety updates by 17:00 hours."
+    ],
+    "4_operational_period_command_emphasis": "Primary tactical focus is placed on safe chemical neutralization and pH stabilization in the ship channel water column. Personnel safety during high-temperature Level A suit operations takes absolute priority over operational speed.",
+    "general_situational_awareness": "Daytime temperatures reaching 88°F with high humidity (78%), creating severe heat stress conditions for suit technicians. Winds from Southeast at 9 mph. Work-rest cycles of 20 minutes active entry followed by 40 minutes hydration/cooling are strictly mandated.",
+    "5_site_safety_plan_required": true,
+    "approved_site_safety_plans_located_at": "USCG Sector Houston Command Center Safety Office",
+    "6_incident_action_plan_attachments": {
+      "ics_203": true,
+      "ics_204": true,
+      "ics_205": true,
+      "ics_205a": true,
+      "ics_206": true,
+      "ics_207": false,
+      "ics_208": true,
+      "map_chart": true,
+      "weather_forecast_tides_currents": true,
+      "other_attachments": [
+        "TCEQ Water Quality Monitoring Plan",
+        "Vessel Cargo Stowage Plan"
+      ]
+    },
+    "7_prepared_by": {
+      "name": "Commander Richard Croft",
+      "position_title": "Planning Section Chief",
+      "signature": "Richard Croft",
+      "date_time": "10/14/2026 06:00"
+    },
+    "8_approved_by_incident_commander": {
+      "name": "Captain H. Vance",
+      "signature": "Captain H. Vance",
+      "date_time": "10/14/2026 06:30"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics202_4.json b/benchmark/datasets/ground_truth/ics202_4.json
new file mode 100644
index 00000000..3848dd01
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics202_4.json
@@ -0,0 +1,49 @@
+{
+  "ics_202_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_objectives": [
+      "Enforce strict Level A PPE compliance and buddy system protocols during all night operations around derailment site.",
+      "Complete installation and torque testing of Emergency B-Kit capping assembly on chlorine tank car BNSF-77402 by 22:00 hours.",
+      "Maintain perimeter chlorine air monitoring at 15-minute intervals along State Route 2 evacuation boundary.",
+      "Operate heated decontamination trailer and warm hydration station continuously at Staging Area Charlie.",
+      "Formulate environmental sampling plan and morning shift briefing package by 04:00 hours."
+    ],
+    "4_operational_period_command_emphasis": "Command emphasizes absolute safety of capping entry teams working under nighttime freezing conditions. Ensure continuous warm water decon availability to prevent suit icing.",
+    "general_situational_awareness": "Overcast skies with mountain temperatures dropping to 28°F overnight; snow flurries expected after 01:00 hours. Light winds from West at 3 mph drifting toward ravine floor. Icing hazards on rail ballast and steep access slopes. High hypothermia hazard for standing security personnel.",
+    "5_site_safety_plan_required": true,
+    "approved_site_safety_plans_located_at": "Skykomish School Gym Operations Briefing Room",
+    "6_incident_action_plan_attachments": {
+      "ics_203": true,
+      "ics_204": true,
+      "ics_205": true,
+      "ics_205a": false,
+      "ics_206": true,
+      "ics_207": true,
+      "ics_208": true,
+      "map_chart": true,
+      "weather_forecast_tides_currents": true,
+      "other_attachments": [
+        "Railcar Capping Procedure Manual",
+        "Chlorine Gas Toxicity Chart"
+      ]
+    },
+    "7_prepared_by": {
+      "name": "Lt. Colonel Alan Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Alan Vance",
+      "date_time": "11/02/2026 16:30"
+    },
+    "8_approved_by_incident_commander": {
+      "name": "Captain E. Miller",
+      "signature": "Captain E. Miller",
+      "date_time": "11/02/2026 17:15"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics202_5.json b/benchmark/datasets/ground_truth/ics202_5.json
new file mode 100644
index 00000000..92a48fcc
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics202_5.json
@@ -0,0 +1,49 @@
+{
+  "ics_202_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_objectives": [
+      "Maintain 100% safety record with zero heat injuries or toxic vapor exposures during night shift operations.",
+      "Secure 2,000 feet of containment boom across Sawpit Canyon inlet and maintain skimmer vessel recovery in South arm until 23:00 hours.",
+      "Complete pipeline mechanical clamp repair on 12-inch main line at MM 87.3 by 02:00 hours.",
+      "Perform hourly water sampling upstream of Mojave Water Intake facility to ensure non-detectable hydrocarbon levels.",
+      "Prepare Day 2 Operational Period Incident Action Plan and resource requests by 04:30 hours."
+    ],
+    "4_operational_period_command_emphasis": "Focus tactical priority on preventing any oil migration toward the municipal water intake. Night skimming operations must maintain illuminated safety perimeters and life-vest compliance at all times.",
+    "general_situational_awareness": "Evening temperature cooling to 70°F with calm winds under 5 mph. Mountain lions and nocturnal wildlife reported near Sawpit Canyon inlet. Flashlight illumination required along all shoreline walking paths due to steep, oily riprap.",
+    "5_site_safety_plan_required": true,
+    "approved_site_safety_plans_located_at": "Incident Command Post at Hesperia Fire Station 30",
+    "6_incident_action_plan_attachments": {
+      "ics_203": true,
+      "ics_204": true,
+      "ics_205": true,
+      "ics_205a": false,
+      "ics_206": true,
+      "ics_207": false,
+      "ics_208": true,
+      "map_chart": true,
+      "weather_forecast_tides_currents": true,
+      "other_attachments": [
+        "Silverwood Lake Water Sampling Map",
+        "Pipeline Repair Safety Plan"
+      ]
+    },
+    "7_prepared_by": {
+      "name": "Captain Rachel Brooks",
+      "position_title": "Planning Section Chief",
+      "signature": "Rachel Brooks",
+      "date_time": "05/18/2026 16:30"
+    },
+    "8_approved_by_incident_commander": {
+      "name": "Chief M. Thorne",
+      "signature": "Chief M. Thorne",
+      "date_time": "05/18/2026 17:00"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics202_6.json b/benchmark/datasets/ground_truth/ics202_6.json
new file mode 100644
index 00000000..3ba25549
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics202_6.json
@@ -0,0 +1,49 @@
+{
+  "ics_202_ground_truth": {
+    "1_incident_name": "Oakridge Industrial Park Anhydrous Ammonia Release",
+    "2_operational_period": {
+      "date_from": "09/05/2026",
+      "date_to": "09/06/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_objectives": [
+      "Enforce strict Level A/B PPE protocols and 1,000-foot Exclusion Zone control throughout daytime mechanical ventilation operations.",
+      "Complete charcoal scrubber building ventilation of Building 7 interior to reduce interior ammonia concentrations below 15 ppm by 13:00 hours.",
+      "Conduct full structural and piping stress inspection of Roof Mechanical Room 3 by 15:00 hours.",
+      "Perform interior clearance air sampling across all 4 building quadrants by 17:00 hours.",
+      "Submit final environmental decontamination report to NJ DEP and lift perimeter road closures by 18:30 hours."
+    ],
+    "4_operational_period_command_emphasis": "Focus operational efforts on safe indoor ventilation and structural validation. Ensure air monitoring teams continuously verify downwind residential air quality before discharging building exhaust.",
+    "general_situational_awareness": "Mostly sunny with daytime high of 82°F. Winds from West-Southwest at 7 mph. Thermal updrafts on Building 7 roof deck require secure tie-offs for all entry personnel.",
+    "5_site_safety_plan_required": true,
+    "approved_site_safety_plans_located_at": "Edison Fire Station 4 Command Post Conference Room",
+    "6_incident_action_plan_attachments": {
+      "ics_203": true,
+      "ics_204": true,
+      "ics_205": true,
+      "ics_205a": true,
+      "ics_206": true,
+      "ics_207": false,
+      "ics_208": true,
+      "map_chart": true,
+      "weather_forecast_tides_currents": true,
+      "other_attachments": [
+        "Building 7 Ventilation Engineering Plan",
+        "NJ DEP Air Quality Standard Sheet"
+      ]
+    },
+    "7_prepared_by": {
+      "name": "Captain Michael Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Michael Vance",
+      "date_time": "09/05/2026 06:00"
+    },
+    "8_approved_by_incident_commander": {
+      "name": "Chief E. Sullivan",
+      "signature": "Chief E. Sullivan",
+      "date_time": "09/05/2026 06:30"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/narratives/ics201_2.txt b/benchmark/datasets/narratives/ics201_2.txt
new file mode 100644
index 00000000..1ff0ef5c
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_2.txt
@@ -0,0 +1,24 @@
+Blackwood Chemical Pipeline Breach Mockup Incident Briefing (ICS 201)
+The Blackwood Chemical Pipeline Breach incident, designated under incident number US-EPA-R5-2026-0813, was formally initiated on August 13, 2026, at 07:15 hours.
+
+The operational landscape, mapped with standard graphics and GIS symbology, encompasses a total area of operations spanning a 3.0-mile radius around the Blackwood Industrial Corridor. Within this zone, the primary incident site area is centered at Pipeline Valve Station 14-B along Blackwood River Road. The actively impacted areas include a 150-foot radius surrounding the breached 8-inch pressurized line releasing anhydrous ammonia gas, along with an impacted shoreline extending 1,000 yards down the adjacent Blackwood River. Threatened areas downstream include the Oakridge Residential Subdivision 0.75 miles downwind to the East, as well as the Valley Water Authority Municipal Intake Facility located 1.5 miles downstream. Overflight results from state police aviation confirm a dense, low-hanging vapor cloud hugging the ground and moving steadily downwind, alongside a localized surface sheen on the riverbank. Dispersion trajectories model a toxic vapor plume moving East-Northeast at 6 miles per hour, with waterborne chemical runoff traveling downstream at approximately 2.0 knots.
+
+The situation summary indicates that a third-party excavation crew accidentally punctured the main transfer pipeline at 06:50 hours, causing an uncontrolled high-pressure release of hazardous material. The comprehensive health and safety briefing identifies primary hazards as severe atmospheric exposure to anhydrous ammonia vapor, cryogenic freeze burns upon direct contact with liquid leakage, respiratory injury, structural eye damage, heat stress among response personnel wearing heavy gear in 85°F temperatures, and slip-and-fall risks near steep river embankment slopes. Necessary measures to protect responders and the public include the immediate establishment of a 500-foot Exclusion Zone, mandatory Level A vapor-tight personal protective equipment with self-contained breathing apparatus for all entries into the Hot Zone, continuous photoionization detector air monitoring at all control perimeter boundaries, water curtain deployment to knock down vapor clouds, and a compulsory full-body chemical decontamination procedure at the Warm-to-Cold zone boundary prior to exiting the site. This section was formally prepared by Sarah Jenkins, serving as the Initial Planning Section Chief, who applied her signature on August 13, 2026, at 08:30 hours.
+
+Current and planned objectives center on life safety, hazard isolation, and environmental mitigation: achieve complete isolation of the pipeline segment by closing upstream valves by 09:30 hours; finish the sheltering-in-place order and partial evacuation of 120 homes in the downwind Oakridge subdivision by 10:00 hours; deploy absorbent and containment booming across the Blackwood River above the municipal water intake by 10:30 hours; and fully establish a Multi-Agency Unified Command at the Regional Emergency Operations Center by 11:00 hours. The chronological sequence of current and planned actions, strategies, and tactics began at 07:00 hours, when initial dispatch sent Blackwood Fire Department and Local Sheriff units to establish an outer safety perimeter. At 07:20 hours, Fire Chief R. Vance established Incident Command and ordered an immediate downwind shelter-in-place alert. At 07:45 hours, Hazmat Team 5 arrived on scene to conduct initial perimeter air monitoring and assist in establishing control zones. At 08:15 hours, pipeline technicians confirmed valve isolation procedures were initiated, while fire crews set up unmanned monitor nozzles to disperse airborne vapors. Planned actions include deploying the Regional Spill Response Team at 09:00 hours to launch containment boom at River Boom Site Alpha, conducting a secondary drone air sampling flight at 09:30 hours, and finalizing the shift to a Unified Command structure at 10:00 hours.
+
+The current command and general staff organization operates under a Unified Command structure led by Incident Commanders Chief R. Vance (Blackwood Fire Department), Officer M. Ross (State Environmental Protection Agency), and J. Vance (Blackwood Pipeline Co., Responsible Party). The Command Staff features Safety Officer Captain L. Hayes, Public Information Officer E. Wright, and Liaison Officer Deputy K. Miller. The General Staff comprises Operations Section Chief D. Kowalski, Planning Section Chief Sarah Jenkins, Logistics Section Chief T. Bradley, and Finance/Administration Section Chief A. Patel. Additional tactical positions established within the operational structure include Hazmat Group Supervisor Lieutenant C. Webb and Air Monitoring Specialist Dr. H. Thorne.
+
+The resource summary details the operational status and tracking of critical response assets:
+
+Hazmat Team 5 (Resource ID: HZM-05), ordered on August 13 at 07:00 hours, arrived on scene at 07:40 hours (Arrived: True) and is currently executing air monitoring and entry ops at the Hot Zone perimeter.
+
+Blackwood Engine 12 (Resource ID: ENG-12), ordered at 06:55 hours, arrived at 07:05 hours (Arrived: True) and is actively operating water curtains for vapor suppression.
+
+County Water Tender 3 (Resource ID: WT-03), ordered at 07:10 hours, arrived at 07:25 hours (Arrived: True) and is supplying continuous water flow to Engine 12.
+
+Sheriff Patrol Unit Group Alpha (Resource ID: SO-ALPHA), ordered at 06:55 hours, arrived at 07:10 hours (Arrived: True) and is maintaining road closures and executing downwind evacuation notices.
+
+CleanHarbor Spill Response Team (Resource ID: CH-SRT-1), ordered at 07:30 hours with an estimated time of arrival at 09:00 hours (Arrived: False), is currently en route with 1,500 feet of river containment boom and vacuum recovery equipment.
+
+State EPA Air Monitoring Drone Unit (Resource ID: EPA-DRONE-2), ordered at 07:40 hours with an estimated time of arrival at 08:45 hours (Arrived: False), is en route to provide real-time thermal and chemical plume mapping.
\ No newline at end of file
diff --git a/benchmark/datasets/narratives/ics201_3.txt b/benchmark/datasets/narratives/ics201_3.txt
new file mode 100644
index 00000000..a1c04a37
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_3.txt
@@ -0,0 +1,29 @@
+Cypress Bend Tanker Collision Mockup Incident Briefing (ICS 201)
+The Cypress Bend Tanker Collision incident, designated under incident number US-CG-D8-2026-0921, was formally initiated on September 21,
+2026, at 14: 15 hours.
+
+The operational landscape, mapped with standard navigational charts and GIS symbology, encompasses a total area of operations spanning a 4.0-mile radius centered at Intracoastal Waterway Mile Marker 245. Within this zone, the primary incident site area is located at the confluence of the Intracoastal Waterway and Cypress Bayou. The actively impacted areas include a 300-yard containment zone surrounding a punctured double-hulled barge discharging Heavy Fuel Oil (HFO 380) at approximately 30 gallons per minute, alongside an impacted shoreline extending 1.5 miles south along the eastern bank of Cypress Bayou. Threatened areas downstream include the Grand Cypress Mangrove Sanctuary located 2.0 miles south-southeast and the Delta Commercial Oyster Leases 3.5 miles down-river. Overflight results from US Coast Guard Aviation Unit 65 confirm a surface slick measuring 2.0 miles long by 100 yards wide moving with the ebb tide, with visible heavy sheen accumulating along the shoreline. Dispersion trajectories model the waterborne oil plume moving South-Southeast at 1.8 knots with local coastal wind vectors blowing from the Northwest at 12 knots.
+
+The situation summary indicates that a tugboat towing two loaded asphalt barges collided with an anchored commercial tanker at 13: 50 hours, rupturing Cargo Tank #2 starboard. The comprehensive health and safety briefing identifies primary hazards as hydrogen sulfide gas accumulation from the fuel oil cargo, inhalation of petroleum hydrocarbons, direct dermal irritation, slip-and-fall hazards on oily vessel decks and muddy riverbanks, responder heat exhaustion in humid 91°F conditions, and water safety/drowning risks during vessel-to-vessel transfers. Necessary measures to protect responders include establishing a 1,
+000-foot Maritime Safety Zone, requiring Level C personal protective equipment with half-mask organic vapor respirators and personal flotation devices for all over-water personnel, continuous multi-gas air monitoring near the breached tank, mandatory work-rest cycles with hydration stations in the staging area, and operating a vessel-based decontamination station anchored at the cold zone boundary. This section was formally prepared by Commander Elena Rostova, serving as the Initial Planning Section Chief, who applied her signature on September 21,
+2026, at 15: 30 hours.
+
+Current and planned objectives prioritize environmental protection and spill isolation: complete primary deflection boom deployment across the mouth of Cypress Bayou by 16: 30 hours; secure mechanical patching or product transfer (lightering) of Cargo Tank #2 by 18: 00 hours; deploy skimming vessels to recover free-floating surface product before nightfall at 19: 30 hours; and establish a full Joint Information Center to handle media inquiries by 20: 00 hours. The chronological sequence of current and planned actions, strategies, and tactics began at 14: 00 hours, when Coast Guard Station Cypress Bend dispatched Sector Patrol Craft and issued a Notice to Mariners closing the waterway. At 14: 30 hours, Captain M. Thorne established Incident Command and deployed first-responder skimmer boats. At 15: 00 hours, Port Authority Hazmat Teams completed initial safety sweeps and confirmed zero structural fire threats. At 15: 30 hours, marine salvage engineers boarded the barge to inspect damage and prep transfer pumps. Planned actions include dropping 2,
+000 feet of hard boom across the mangrove inlet at 16: 00 hours, initiating lightering operations to pump fuel out of the damaged tank at 17: 00 hours, and deploying an evening drone overflight at 18: 30 hours to track thermal slick drift patterns.
+
+The current command and general staff organization operates under a Unified Command structure led by Incident Commanders Captain M. Thorne (US Coast Guard), Director D. Sterling (State Department of Environmental Quality), and H. Vance (Cypress Towing Co., Responsible Party). The Command Staff features Safety Officer Lieutenant Commander J. Ruiz, Public Information Officer C. Alvarez, and Liaison Officer Agent P. Brooks. The General Staff comprises Operations Section Chief G. Morales, Planning Section Chief Commander Elena Rostova, Logistics Section Chief R. O'Connor, and Finance/Administration Section Chief M. Lin. Additional tactical positions established within the operational structure include Salvage & Engineering Group Supervisor Chief Specialist K. Vance and Wildlife Rescue Leader Dr. A. Mercer.
+
+The resource summary details the operational status and tracking of critical response assets:
+
+USCG Marine Safety Detachment 1 (Resource ID: USCG-MSD-01), ordered on September 21 at 14: 00 hours, arrived on scene at 14: 25 hours (Arrived: True) and is currently enforcing the maritime safety zone and conducting gas monitoring.
+
+Cypress Port Skimmer Vessel 4 (Resource ID: SKIM-04), ordered at 14: 10 hours, arrived at 14: 35 hours (Arrived: True) and is actively skimming free surface product around the barge stern.
+
+Delta Salvage Tug 'Warrior' (Resource ID: TUG-WARRIOR), ordered at 14: 30 hours, arrived at 15: 15 hours (Arrived: True) and is providing stabilizing push-support and powering transfer pumps.
+
+State DEQ Water Sampling Craft (Resource ID: DEQ-BOAT-2), ordered at 14: 20 hours, arrived at 15: 00 hours (Arrived: True) and is collecting downstream water samples and turbidity readings.
+
+National Spill Response Team Barge 8 (Resource ID: NSRT-B-08), ordered at 14: 45 hours with an estimated time of arrival at 16: 30 hours (Arrived: False), is currently en route with 3,
+000 feet of ocean containment boom and heavy skimmers.
+
+Gulf Coast Wildlife Rescue Unit (Resource ID: GC-WILD-1), ordered at 15: 10 hours with an estimated time of arrival at 17: 15 hours (Arrived: False), is en route to set up a oily bird stabilization and staging facility.
\ No newline at end of file
diff --git a/benchmark/datasets/narratives/ics201_4.txt b/benchmark/datasets/narratives/ics201_4.txt
new file mode 100644
index 00000000..d3f129a4
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_4.txt
@@ -0,0 +1,11 @@
+ICS 201 Incident Briefing Narrative: Blackwood River Chemical Spill
+
+Paragraph 1: Header, Initiation & Tactical Map/Sketch Details The Blackwood River Chemical Spill (Incident Number: USCG-EPA-R4-2026-0813) was formally initiated on 08/13/2026 at 07:15 EDT. The designated total area of operations encompasses a 3.5-mile radius including the Blackwood Industrial Park, Mile Marker 42 of the Blackwood River, and the adjacent State Route 104 transportation corridor. The primary incident site is localized at Storage Tank #4 within the Apex Chemical Tank Farm (MM 42.1, East Bank), where a structural shell fracture is leaking concentrated Styrene Monomer. Currently impacted areas include 1,200 meters of the river surface displaying heavy chemical sheening and a volatile organic compound (VOC) vapor plume extending 800 yards downwind (East-Northeast) across State Route 104. Primary threatened locations include the Blackwood Municipal Drinking Water Intake situated 3.0 miles downstream at MM 39.1 and the Blackwood Marsh Ecological Reserve located 1.5 miles downstream. Overflight reconnaissance conducted via USCG Aux Drone Flight #1 confirmed a 200-yard wide chemical slick migrating South-Southwest at 1.8 knots with moderate shore oiling along the east bank. Dispersion trajectories indicate the airborne VOC plume is tracking East-Northeast at 6 mph towards unpopulated forestry, while the aquatic slick moves downstream toward the municipal water intake. Impacted shorelines are currently restricted to the east bank riprap and adjacent low-lying mudflats from MM 42.1 to MM 41.3. Tactical graphics and maps oriented North vertically depict Staging Area A at Westside High School, Boom Site 1 (Deflection), Boom Site 2 (Containment), the Mobile Command Post at County Fire Station 12, a 500-foot Exclusion Zone perimeter, and downstream drinking water intake protection zones.
+
+Paragraph 2: Situation Summary & Health/Safety Briefing At 06:45 EDT on 08/13/2026, a catastrophic seal failure occurred on Tank #4 at the Apex Chemical Facility, releasing approximately 8,500 gallons of liquid Styrene Monomer into secondary containment, with overflow entering the Blackwood River via storm drain outfall #3 at an estimated 30 gpm. A secondary vapor cloud formed across State Route 104, triggering immediate road closures and precautionary evacuations of 60 surrounding industrial properties. Primary health and safety hazards include acute inhalation toxicity from styrene vapors (causing narcotic effects, central nervous system depression, and respiratory irritation), flammability risk (flash point 88°F), dermal chemical burns, slip/trip/fall hazards along steep river banks, and ambient heat stress (current temperature 91°F). Necessary protective measures require establishing a strict 500-foot Exclusion Zone; mandating Level B PPE (supplied air SCBA with continuous PID/LEL/O2 monitoring) for all Hot Zone operations; Level C PPE (full-face APR with organic vapor cartridges) within the Warm Zone; continuous perimeter air monitoring at CP and downwind baselines; and operating a formal wet-decontamination corridor at Facility Gate 2. This briefing was formally prepared by Sarah L. Jenkins, Planning Section Chief, signed Sarah L. Jenkins, on 08/13/2026 at 09:30 EDT.
+
+Paragraph 3: Objectives & Action Tactics Current and planned strategic objectives for Operational Period 1 (08/13/2026) are: (1) Maintain life safety and enforce the 500-foot exclusion perimeter by 08:00 hours; (2) Complete containment booming at Boom Site 1 (MM 41.5) by 10:30 hours to protect downstream drinking water intake; (3) Secure the leak source on Apex Tank #4 and complete product transfer by 12:00 hours; (4) Perform continuous air monitoring downwind along Route 104 and publish public safety advisories by 11:00 hours; and (5) Transition to full Unified Command (USCG, EPA, State DEQ, County Hazmat) by 10:00 hours. The chronological timeline of tactical actions proceeds as follows: At 07:15, initial alarm dispatch occurred, sending County Fire Engine 12 and Hazmat 1 to establish the 500-foot perimeter. At 07:30, Local Command was established by Chief Henderson, initiating facility emergency shutdown and closing Route 104. At 07:55, Regional Hazmat Team 4 arrived, initiating perimeter PID air monitoring and setting up the decon corridor at Gate 2. At 08:20, USCG Sector Strike Team and EPA On-Scene Coordinator arrived on scene to establish Unified Command at Fire Station 12. At 08:45, Spill Response Vessel River Guardian deployed 1,000 feet of hard containment boom at MM 41.5 (Boom Site 1). Planned tactical actions include: At 09:15, Entry Team 1 enters the Hot Zone under Level B PPE to secure Tank #4 bottom manifold valve; at 10:00, deploy secondary sorbent deflection boom array at Boom Site 2 (MM 40.2) upstream of the drinking water intake; and at 11:30, commence vacuum truck skimmer recovery of pooled styrene at storm drain outfall #3.
+
+Paragraph 4: Command & General Staff Organization Structure The Incident Organization operates under a Unified Command structure comprising Unified Incident Commanders Captain M. Ross (USCG Unified Command IC), OSC E. Vance (EPA Co-IC), Chief R. Henderson (County Fire IC), and J. Mercer (Apex Facility RP IC). Command Staff includes Lt. Commander David Miller as Safety Officer, Elena Gomez (County OEM) as Public Information Officer, and Captain Arthur Pendelton (State Police) as Liaison Officer. General Staff operations are directed by Battalion Chief Marcus Brody as Operations Section Chief, Sarah L. Jenkins as Planning Section Chief, Karen Albright as Logistics Section Chief, and Robert Sterling as Finance/Administration Section Chief. Specialized operational units are led by Captain Donald Kross (Hazmat 1) serving as Hazmat Group Supervisor and Lt. Timothy Vance (USCG) serving as Waterborne Operations Branch Director.
+
+Paragraph 5: Resource Summary & Tactical Assignments Assigned operational resources are tracked as follows: (1) Hazmat Unit (Identifier: HM-01), ordered 08/13/2026 07:20, Status: Arrived (ETA N/A), assigned to conduct initial air monitoring and execute Hot Zone valve isolation; (2) Fire Engine (Identifier: ENG-12), ordered 08/13/2026 07:15, Status: Arrived (ETA N/A), assigned to secure outer perimeter and maintain foam fire standby; (3) USCG Strike Team (Identifier: USCG-ST-04), ordered 08/13/2026 07:40, Status: Arrived (ETA N/A), assigned to assist Unified Command and oversee waterborne operations; (4) Spill Response Vessel (Identifier: RV-RG-02), ordered 08/13/2026 08:00, Status: Arrived (ETA N/A), assigned to deploy 1,000 ft containment boom at Boom Site 1; (5) Vacuum Truck Unit (Identifier: VAC-99), ordered 08/13/2026 08:30, Status: En Route (ETA 08/13/2026 10:45), assigned to perform liquid product recovery at outfall #3 upon arrival; and (6) Air Monitoring Unit (Identifier: AMR-03), ordered 08/13/2026 08:15, Status: En Route (ETA 08/13/2026 09:45), assigned to transport high-sensitivity PID and Jerome mercury/VOC analyzers to establish downwind grid monitoring.
\ No newline at end of file
diff --git a/benchmark/datasets/narratives/ics201_5.txt b/benchmark/datasets/narratives/ics201_5.txt
new file mode 100644
index 00000000..22ec49c2
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_5.txt
@@ -0,0 +1,11 @@
+ICS 201 Incident Briefing Narrative: Port of Houston Sulfuric Acid Tanker Leak
+
+Paragraph 1: Header, Initiation & Tactical Map/Sketch Details The Port of Houston Sulfuric Acid Tanker Leak (Incident Number: USCG-EPA-R6-2026-1014) was formally initiated on 10/14/2026 at 11:20 CDT. The designated total area of operations covers a 2.5-mile radius centered around Berth 42 of the Houston Ship Channel Tank Terminal. The primary incident site is localized at Tanker Berth 42 (MM 51.2, West Bank), where a manifold failure on the chemical parcel tanker M/T Stolt Synergy released concentrated 98% sulfuric acid onto the vessel deck and into secondary containment, with runoff entering the waterway. Currently impacted areas include a 500-yard perimeter along Berth 42 exhibiting localized water discoloration and acidic vapor mist, extending 400 yards downwind across adjacent industrial docks. Primary threatened locations include the San Jacinto Battleground Historic Site 1.2 miles down-river and the Channelview Residential Neighborhood 2.0 miles downwind to the North-Northwest. Overflight reconnaissance conducted via USCG Air Station Houston Helicopter 6512 confirmed a localized 150-yard plume dissipating in the ship channel with continuous water sampling underway. Dispersion trajectories model the acidic vapor mist tracking North-Northwest at 8 mph, while waterborne runoff moves with the ebb tide East-Southeast at 1.2 knots. Impacted shorelines are confined to 400 yards of concrete bulkhead and wooden fender piling at Berth 42. Tactical graphics and maps oriented North vertically depict Staging Area Bravo at Jacintoport Terminal, Spill Boom Site 1, Command Post at USCG Sector Houston-Galveston, Exclusion Zone boundaries (1,000 ft radius), and ship channel navigation safety zones.
+
+Paragraph 2: Situation Summary & Health/Safety Briefing At 10:50 CDT on 10/14/2026, a high-pressure discharge hose burst during offloading operations at Berth 42, spilling approximately 4,200 gallons of 98% sulfuric acid. Heat generated by exothermic reaction with bilge water created a dense corrosive acid mist cloud over the berth. Primary health and safety hazards include severe skin necrosis upon contact, permanent ocular damage, pulmonary edema from acid mist inhalation, extreme heat reaction when mixed with water, and slip hazards on degraded berth decking. Protective measures enforce a 1,000-foot Exclusion Zone; Level A chemical suit protection with SCBA for Hot Zone entries; Level B protective suits with SCBA for Warm Zone support; continuous pH water sampling and real-time acid mist sensor monitoring; and a mandatory dual-stage lime neutralization decontamination wash at Gate 4. This briefing was formally prepared by Commander Richard Croft, Planning Section Chief, signed Richard Croft, on 10/14/2026 at 13:00 CDT.
+
+Paragraph 3: Objectives & Action Tactics Current and planned strategic objectives for Operational Period 1 are: (1) Enforce a 1,000-foot Exclusion Zone around Berth 42 and secure vessel offloading by 12:00 hours; (2) Complete neutralization of deck spill using sodium bicarbonate slurry by 14:00 hours; (3) Deploy chemical neutralization boom array at Berth 42 slip by 13:30 hours; (4) Monitor atmospheric acid mist levels along Channelview perimeter to ensure public safety by 15:00 hours; and (5) Transition to Unified Command (USCG, EPA, TCEQ, RP) by 12:30 hours. Chronological tactical timeline: At 11:20, initial emergency response initiated; Port Authority Fire Engines 81 and 82 respond; 1,000-foot safety perimeter set up. At 11:45, Sector Command established by Captain H. Vance; Houston Ship Channel traffic restricted to one-way slow speed. At 12:15, Port Hazmat Team 1 arrives on scene to establish pH monitoring grid and set up neutralization decon corridor. At 12:50, USCG Strike Team arrives; initiates shipboard inspection and containment audit. At 13:15, Stolt Tankers RP response vessel deploys chemical sorbent boom around M/T Stolt Synergy. Planned actions: At 14:00, Entry Team Alpha under Level A PPE executes emergency valve shutdown on shipboard manifold; at 14:30, begin high-volume sodium bicarbonate dry-powder application on vessel deck; at 16:00, perform secondary overflight to confirm complete plume dissipation.
+
+Paragraph 4: Command & General Staff Organization Structure Operational command functions under a Unified Command structure comprising Unified Incident Commanders Captain H. Vance (USCG Unified Command IC), OSC M. Reynolds (EPA Co-IC), Chief D. Garcia (Port Authority Fire IC), and K. Lindqvist (Stolt Tankers RP IC). Command Staff includes Commander Thomas Blake as Safety Officer, Laura Martinez (Port Authority) as Public Information Officer, and Inspector R. Sterling (TCEQ) as Liaison Officer. General Staff consists of Battalion Chief A. Ross as Operations Section Chief, Commander Richard Croft as Planning Section Chief, Sandra Keller as Logistics Section Chief, and Wayne Miller as Finance/Admin Section Chief. Specialized positions include Chemical Hazards Specialist Dr. V. Patel and Vessel Boarding Group Supervisor Lt. J. Thorne.
+
+Paragraph 5: Resource Summary & Tactical Assignments Tracking of operational units: (1) Port Authority Hazmat Team (Identifier: HZM-PORT-1), ordered 10/14/2026 11:25, Status: Arrived (ETA N/A), executing pH sampling grid and Hot Zone entry prep; (2) Port Fire Engine 81 (Identifier: ENG-81), ordered 10/14/2026 11:20, Status: Arrived (ETA N/A), securing 1,000 ft landward perimeter and foam standby; (3) USCG Gulf Strike Team (Identifier: USCG-GST-02), ordered 10/14/2026 11:50, Status: Arrived (ETA N/A), supervising vessel entry protocol and safety verification; (4) Chemical Response Vessel Acid Contain 1 (Identifier: RV-AC-01), ordered 10/14/2026 12:00, Status: Arrived (ETA N/A), deployed chemical sorbent boom around vessel berth; (5) Lime Neutralization Truck Unit (Identifier: NEUT-TRK-05), ordered 10/14/2026 12:30, Status: En Route (ETA 10/14/2026 14:15), delivering 10 tons of dry sodium bicarbonate slurry; and (6) Mobile Air Sampling Van (Identifier: AIR-SAM-02), ordered 10/14/2026 12:10, Status: En Route (ETA 10/14/2026 13:45), transporting real-time SO3/acid mist photoionization sensors.
diff --git a/benchmark/datasets/narratives/ics201_6.txt b/benchmark/datasets/narratives/ics201_6.txt
new file mode 100644
index 00000000..d36e9cc2
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_6.txt
@@ -0,0 +1,11 @@
+ICS 201 Incident Briefing Narrative: Cascade Pass Chlorine Railcar Derailment
+
+Paragraph 1: Header, Initiation & Tactical Map/Sketch Details The Cascade Pass Chlorine Railcar Derailment (Incident Number: NTSB-EPA-R10-2026-1102) was formally initiated on 11/02/2026 at 04:45 PST. The total area of operations encompasses a 5.0-mile radius centered around BNSF Railway Milepost 218.4 near Skykomish, WA. The primary incident site is located at Rail Milepost 218.4, where five freight cars derailed, including pressurized tank car DOT-105J500W (BNSF-77402) containing liquefied chlorine gas with damaged protective valve housing. Currently impacted areas include a 1,500-foot vapor dispersion zone along the rail right-of-way and adjacent State Route 2. Threatened areas include the Town of Skykomish situated 1.8 miles West downwind and the South Fork Skykomish River salmon spawning habitat located 300 feet South. Overflight reconnaissance conducted via Washington State Patrol FLIR Helicopter WSP-AIR-2 confirmed a localized green-yellow chlorine cloud hugging the ravine floor and drifting West-Northwest at 4 mph. Dispersion trajectories model the airborne toxic plume tracking West-Northwest along the State Route 2 corridor at 4 mph, with zero liquid chemical runoff entering waterways. Impacted shorelines are unimpacted, with ground contamination restricted to northern ravine embankment slopes. Tactical graphics and maps oriented North vertically depict Staging Area Charlie at Stevens Pass Maintenance Yard, Mobile Command Post at Skykomish School District Gym, a 1.5-mile Exclusion Zone boundary, and State Route 2 traffic closure checkpoints.
+
+Paragraph 2: Situation Summary & Health/Safety Briefing At 04:15 PST on 11/02/2026, a mountain derailment caused five freight cars to leave the tracks. Tank car BNSF-77402 sustained severe dome housing damage, resulting in a low-rate pressurized vapor release of toxic chlorine at approximately 15 lbs/min. State Route 2 was closed immediately and a mandatory evacuation was ordered for 250 residents of Skykomish. Primary health and safety hazards include severe pulmonary edema risk from chlorine gas inhalation, ocular and skin chemical burns, acute respiratory collapse, mountain hypothermia (ambient temp 34°F), and steep terrain slip hazards. Protective measures enforce a 1.5-mile Exclusion Zone; mandatory Level A vapor-tight encapsulated suits with SCBA for all Hot Zone entry personnel; Level B suits for Warm Zone support; continuous electrochemical chlorine sensor monitoring at CP baselines; mandatory indoor shelter-in-place for outer perimeters; and a heated wet-decontamination trailer wash at Staging Area Charlie. This briefing was formally prepared by Lt. Colonel Alan Vance, Planning Section Chief, signed Alan Vance, on 11/02/2026 at 07:15 PST.
+
+Paragraph 3: Objectives & Action Tactics Current and planned strategic objectives for Operational Period 1 are: (1) Complete mandatory evacuation of Skykomish township within 1.5-mile radius by 07:30 hours; (2) Perform Hot Zone entry to apply Emergency B-Kit capping assembly on chlorine railcar dome by 09:30 hours; (3) Establish continuous multi-point perimeter air monitoring along State Route 2 by 08:00 hours; and (4) Secure rail right-of-way and establish Unified Command by 07:00 hours. Chronological tactical timeline: At 04:45, initial alarm dispatch occurred; Skykomish Fire and King County Sheriff units respond, closing State Route 2 at Milepost 215. At 05:15, Local Command was established by Chief D. Olson; mandatory evacuation sirens activated across Skykomish. At 05:50, Regional Hazmat Team 3 and BNSF Response Team arrived on scene to initiate perimeter air testing. At 06:30, WSP FLIR helicopter completed thermal overflight mapping plume dispersion. At 07:00, Unified Command was established at Skykomish School Gym with EPA Region 10 and BNSF RP. Planned actions: At 08:15, Entry Team 1 under Level A PPE initiates B-Kit capping tool installation on railcar valve dome; at 09:30, perform pressure test and seal verification of capping assembly; at 11:00, complete environmental health review to evaluate lifting outer zone evacuation orders.
+
+Paragraph 4: Command & General Staff Organization Structure Operational command functions under a Unified Command structure comprising Unified Incident Commanders Captain E. Miller (WSP Unified Command IC), OSC R. Brooks (EPA R10 Co-IC), Chief D. Olson (Skykomish Fire IC), and M. Campbell (BNSF Railway RP IC). Command Staff includes Captain Marcus Vance as Safety Officer, Jennifer Hayes (WSDOT) as Public Information Officer, and Deputy S. Kowalski (KCSO) as Liaison Officer. General Staff operations are managed by Battalion Chief T. Higgins as Operations Section Chief, Lt. Colonel Alan Vance as Planning Section Chief, David Sterling as Logistics Section Chief, and Patricia Ross as Finance/Admin Section Chief. Specialized tactical roles include Rail Hazmat Specialist G. Peterson (BNSF) and Evacuation Group Supervisor Sgt. H. Lin (KCSO).
+
+Paragraph 5: Resource Summary & Tactical Assignments Tracking of operational assets: (1) King County Hazmat 3 (Identifier: HZM-33), ordered 11/02/2026 05:00, Status: Arrived (ETA N/A), preparing Level A Entry Team 1 and Emergency B-Kit capping assembly; (2) Skykomish Engine 11 (Identifier: ENG-11), ordered 11/02/2026 04:45, Status: Arrived (ETA N/A), securing State Route 2 East closure checkpoint; (3) BNSF Emergency Response Unit (Identifier: BNSF-ER-01), ordered 11/02/2026 05:15, Status: Arrived (ETA N/A), on scene with railcar specialized capping kits; (4) WSP Aviation FLIR Helicopter (Identifier: WSP-AIR-2), ordered 11/02/2026 05:30, Status: Arrived (ETA N/A), completed thermal imagery mapping of plume drift; (5) Mobile Decontamination Trailer (Identifier: DECON-04), ordered 11/02/2026 05:45, Status: En Route (ETA 11/02/2026 08:30), en route to establish warm water decon at Staging Area Charlie; and (6) Hazmat Air Monitoring Recon (Identifier: AIR-MON-10), ordered 11/02/2026 06:00, Status: En Route (ETA 11/02/2026 07:45), en route with multi-gas chlorine sensors.
diff --git a/benchmark/datasets/narratives/ics201_7.txt b/benchmark/datasets/narratives/ics201_7.txt
new file mode 100644
index 00000000..b80073b6
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_7.txt
@@ -0,0 +1,11 @@
+ICS 201 Incident Briefing Narrative: Silverwood Reservoir Crude Oil Pipeline Rupture
+
+Paragraph 1: Header, Initiation & Tactical Map/Sketch Details The Silverwood Reservoir Crude Oil Pipeline Rupture (Incident Number: CalOES-EPA-R9-2026-0518) was formally initiated on 05/18/2026 at 13:10 PDT. The total area of operations encompasses a 4.0-mile radius including Trans-California Pipeline MM 87.3, Sawpit Canyon, and the Silverwood Reservoir basin. The primary incident site is located at Valve Station 12 along Trans-California Pipeline MM 87.3 in Sawpit Canyon, where a 12-inch pressurized crude line ruptured. Currently impacted areas include 800 yards of Sawpit Canyon creek bed carrying crude oil towards Silverwood Lake, with a 30-acre surface oil sheen in the reservoir South arm. Primary threatened locations include the Mojave Water Agency Municipal Pumping Plant situated 1.5 miles North and Silverwood Lake State Recreation Area campgrounds located 0.8 miles West. Overflight reconnaissance conducted via Cal FIRE Recon Aircraft 240 confirmed heavy black crude pooling in Sawpit Canyon and a 400-yard wide oil ribbon entering Silverwood Lake. Dispersion trajectories model the waterborne crude oil slick moving North at 1.0 knot towards the main reservoir basin, while the airborne volatile organic cloud tracks Southeast at 7 mph into canyon slopes. Impacted shorelines encompass 1.2 miles of rocky reservoir shoreline and marsh vegetation along the Sawpit Canyon inlet. Tactical graphics and maps oriented North vertically depict Staging Area Delta at Silverwood Lake Marina, Incident Command Post at Hesperia Fire Station 30, a 1,000-foot Exclusion Zone perimeter, Deflection Boom Sites A and B, and municipal water intake protection zones.
+
+Paragraph 2: Situation Summary & Health/Safety Briefing At 12:40 PDT on 05/18/2026, a hillside land movement ruptured a 12-inch crude oil pipeline at MM 87.3, discharging approximately 12,000 gallons of heavy crude oil into Sawpit Canyon creek before automated valves shut off flow. The oil flowed downstream into Silverwood Reservoir, threatening southern California drinking water supplies. Primary health and safety hazards include toxic benzene vapor inhalation, volatile organic compound exposure, acute flammability (flash point 65°F), wildfire ignition risk in dry brush, slip-and-fall hazards on oily terrain, and severe heat exhaustion (ambient temp 94°F). Protective measures enforce a mandatory 1,000-foot Exclusion Zone; Level B PPE with SCBA for initial Hot Zone creek entry; Level C PPE with organic vapor respirators for shoreline booming teams; continuous PID air monitoring downwind; mandatory wildland fire standby team with AFFF foam; and establishment of dual-basin wash decontamination at Marina Ramp 2. This briefing was formally prepared by Captain Rachel Brooks, Planning Section Chief, signed Rachel Brooks, on 05/18/2026 at 15:30 PDT.
+
+Paragraph 3: Objectives & Action Tactics Current and planned strategic objectives for Operational Period 1 are: (1) Enforce 1,000-foot Exclusion Zone and secure pipeline isolation by 14:00 hours; (2) Deploy 2,000 feet of containment boom across Sawpit Canyon inlet by 16:30 hours to prevent oil migration to water intake; (3) Evacuate Silverwood Lake State Recreation Area campgrounds by 15:00 hours; (4) Initiate skimmer boat oil recovery in South arm of reservoir by 17:00 hours; and (5) Establish Unified Command (Cal OES, EPA R9, USFS, San Bernardino County Fire, Pipeline RP) by 14:30 hours. Chronological tactical timeline: At 13:10, alarm dispatch occurred; San Bernardino County Fire Engine 30 and USFS Crew 4 respond to set up initial safety perimeter. At 13:40, Local Command was established by Chief M. Thorne; Trans-California Pipeline operators confirm remote valve isolation at MM 85 and MM 90. At 14:15, State Parks Rangers complete full evacuation of Silverwood Lake campgrounds (150 visitors evacuated). At 14:45, Cal OES and EPA OSC arrive on scene; Unified Command established at Station 30. At 15:15, Clean Harbors Spill Response Vessel deploys 1,200 feet of hard boom at Sawpit Inlet (Boom Site A). Planned actions: At 16:00, deploy secondary sorbent deflection boom array at Boom Site B upstream of Mojave Water Intake; at 17:00, vacuum skimmer vessel Lake Clean 1 initiates surface crude extraction in South arm; at 18:30, complete initial shoreline oiling assessment along Sawpit Canyon inlet.
+
+Paragraph 4: Command & General Staff Organization Structure Operational command operates under a Unified Command structure comprising Unified Incident Commanders OSC C. Martinez (EPA R9 Co-IC), Chief M. Thorne (SBCo Fire IC), Chief Inspector A. Kim (Cal OES), and W. Vance (Pipeline RP IC). Command Staff includes Captain Gregory Hall as Safety Officer, Samantha Norris (Cal OES) as Public Information Officer, and Ranger D. Stevens (State Parks) as Liaison Officer. General Staff operations are directed by Battalion Chief Kevin Ross as Operations Section Chief, Captain Rachel Brooks as Planning Section Chief, Megan Taylor as Logistics Section Chief, and Jason Wu as Finance/Admin Section Chief. Specialized positions include Environmental Unit Leader Dr. L. Arispe (USFS) and Waterborne Recovery Supervisor Captain B. Walsh (Clean Harbors).
+
+Paragraph 5: Resource Summary & Tactical Assignments Tracking of operational assets: (1) San Bernardino Hazmat Engine (Identifier: ENG-30), ordered 05/18/2026 13:10, Status: Arrived (ETA N/A), operating perimeter vapor monitoring and fire standby; (2) USFS Wildland Handcrew (Identifier: CREW-04), ordered 05/18/2026 13:15, Status: Arrived (ETA N/A), clearing brush and building containment dikes in Sawpit Canyon; (3) State Parks Ranger Unit (Identifier: PARK-12), ordered 05/18/2026 13:20, Status: Arrived (ETA N/A), completed campground evacuations and road closures; (4) Clean Harbors Spill Vessel (Identifier: RV-LC-01), ordered 05/18/2026 14:00, Status: Arrived (ETA N/A), deployed 1,200 ft hard boom at Sawpit Canyon inlet; (5) Heavy Vacuum Skimmer Boat (Identifier: SKIM-02), ordered 05/18/2026 14:30, Status: En Route (ETA 05/18/2026 16:45), en route from San Pedro for reservoir skimmer recovery; and (6) Air Monitoring Recon Unit (Identifier: AIR-MON-08), ordered 05/18/2026 14:10, Status: En Route (ETA 05/18/2026 15:45), en route with photoionization detectors and benzene gas sensors.
diff --git a/benchmark/datasets/narratives/ics201_8.txt b/benchmark/datasets/narratives/ics201_8.txt
new file mode 100644
index 00000000..89fb93e7
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_8.txt
@@ -0,0 +1,11 @@
+ICS 201 Incident Briefing Narrative: Delaware Bay Container Vessel Collision & Fuel Oil Spill
+
+Paragraph 1: Header, Initiation & Tactical Map/Sketch Details The Delaware Bay Container Vessel Collision & Fuel Oil Spill (Incident Number: USCG-D5-2026-0629) was formally initiated on 06/29/2026 at 22:40 EDT. The designated total area of operations covers a 6.0-mile radius centered at Delaware Bay Shipping Channel Buoy 14 near Lewes, DE. The primary incident site is located at Delaware Bay Channel Buoy 14 (38.85°N, 75.12°W), where container vessel M/V Atlantic Voyager collided with a bulk carrier, breaching fuel tank #3 port side. Currently impacted areas include a 3.5-mile long heavy oil sheen extending East-Southeast across the bay channel towards Cape Henlopen State Park. Primary threatened locations include Prime Hook National Wildlife Refuge situated 4.0 miles Northwest and Cape Henlopen Tidal Salt Marshes located 2.5 miles South. Overflight reconnaissance conducted via USCG HC-144 Ocean Sentry aircraft confirmed a 300-yard wide slick of Intermediate Fuel Oil (IFO 380) drifting with the flood tide. Dispersion trajectories model the waterborne oil slick migrating East-Southeast at 2.2 knots toward Cape Henlopen under coastal winds of 14 knots from the West-Northwest. Impacted shorelines encompass 2.0 miles of outer sandy beach and dune lines along Cape Henlopen State Park. Tactical graphics and maps oriented North vertically depict Staging Area Echo at Lewes Ferry Terminal, Incident Command Post at USCG Sector Delaware Bay Headquarters, a 1,000-yard Maritime Safety Zone, Boom Sites 1, 2, and 3, and wildlife protection zones.
+
+Paragraph 2: Situation Summary & Health/Safety Briefing At 22:15 EDT on 06/29/2026, container vessel M/V Atlantic Voyager collided with anchored bulk carrier M/V Pacific Trader near Buoy 14. Port fuel tank #3 breached, discharging approximately 25,000 gallons of heavy Intermediate Fuel Oil (IFO 380) before vessel operators completed internal fuel transfer to starboard tanks. Primary health and safety hazards include hydrocarbon vapor exposure (benzene/H2S), direct dermal toxicity, severe slip hazards on oily vessel hulls and shorelines, nighttime over-water operations, water drowning risk, and wildlife exposure risks. Protective measures enforce a 1,000-yard Maritime Safety Zone; mandatory Level C PPE with PFDs and half-mask organic vapor respirators for maritime responders; continuous H2S and PID air monitoring on response vessels; compulsory work-rest hydration cycles; and a mobile vessel decontamination station established at Lewes Pier. This briefing was formally prepared by Commander James Vance, Planning Section Chief, signed James Vance, on 06/30/2026 at 01:30 EDT.
+
+Paragraph 3: Objectives & Action Tactics Current and planned strategic objectives for Operational Period 1 are: (1) Secure maritime safety perimeter and stabilize damaged vessel by 01:00 hours; (2) Deploy protective booming across Cape Henlopen salt marsh inlets by 04:00 hours; (3) Initiate offshore skimming operations using MSRC oil recovery vessels by 05:30 hours; (4) Activate wildlife rescue and rehab operations with Tri-State Bird Rescue by 06:00 hours; and (5) Establish Unified Command (USCG, EPA, Delaware DNREC, M/V Atlantic Voyager RP) by 02:00 hours. Chronological tactical timeline: At 22:40, alarm dispatch occurred; USCG Station Lewes response boats 45601 and 45602 respond to establish maritime safety zone. At 23:15, Local Command was established by Captain P. Hayes; Sector Delaware Bay requests MSRC oil spill response vessel mobilization. At 23:50, M/V Atlantic Voyager crew completes internal fuel transfer, halting active discharge from fuel tank #3. At 00:30, USCG HC-144 overflight completes IR sensor oil slick mapping. At 01:15, Delaware DNREC response team arrives at Lewes Command Post; Unified Command established. Planned actions: At 03:00, MSRC Response Vessel Delaware Responder deploys 2,500 feet of ocean containment boom at Buoy 14; at 04:30, deploy sorbent diversion boom at Cape Henlopen Inlet (Boom Site 2); at 06:00, Tri-State Bird Rescue team commences shoreline wildlife search along Cape Henlopen beaches.
+
+Paragraph 4: Command & General Staff Organization Structure Operational command operates under a Unified Command structure comprising Unified Incident Commanders Captain P. Hayes (USCG Unified Command IC), OSC T. Gallagher (EPA R3), Secretary A. Lawson (Delaware DNREC), and H. Lindemann (Atlantic Shipping RP IC). Command Staff includes Lt. Commander Mark Reynolds as Safety Officer, Chief Petty Officer Kelly Adams as Public Information Officer, and Inspector R. Thorne (DNREC) as Liaison Officer. General Staff operations are directed by Commander Frank Miller as Operations Section Chief, Commander James Vance as Planning Section Chief, Laura Bennett as Logistics Section Chief, and Charles Foster as Finance/Admin Section Chief. Specialized tactical positions include Scientific Support Coordinator Dr. E. Sullivan (NOAA) and Wildlife Branch Director Dr. C. Jenkins (Tri-State).
+
+Paragraph 5: Resource Summary & Tactical Assignments Tracking of operational assets: (1) USCG Response Boat Medium (Identifier: RBM-45601), ordered 06/29/2026 22:40, Status: Arrived (ETA N/A), maintaining 1,000-yard safety zone around damaged vessel; (2) USCG Station Lewes RBM (Identifier: RBM-45602), ordered 06/29/2026 22:40, Status: Arrived (ETA N/A), conducting water sampling and perimeter safety watch; (3) MSRC Spill Vessel Delaware Responder (Identifier: RV-MSRC-01), ordered 06/29/2026 23:00, Status: Arrived (ETA N/A), deployed 2,500 ft ocean boom and preparing offshore skimmer; (4) USCG Ocean Sentry Aircraft (Identifier: USCG-HC144), ordered 06/29/2026 23:10, Status: Arrived (ETA N/A), completed IR slick mapping and overflight tracking; (5) Mobile Wildlife Rehabilitation Trailer (Identifier: WILD-REHAB-1), ordered 06/30/2026 00:15, Status: En Route (ETA 06/30/2026 05:45), en route to establish bird cleaning station at Lewes Pier; and (6) Shoreline Cleanup Strike Team (Identifier: SCAT-TEAM-1), ordered 06/30/2026 00:45, Status: En Route (ETA 06/30/2026 06:30), mobilizing for Cape Henlopen beach oil assessment.
diff --git a/benchmark/datasets/narratives/ics201_9.txt b/benchmark/datasets/narratives/ics201_9.txt
new file mode 100644
index 00000000..4e580cb9
--- /dev/null
+++ b/benchmark/datasets/narratives/ics201_9.txt
@@ -0,0 +1,11 @@
+ICS 201 Incident Briefing Narrative: Oakridge Industrial Park Anhydrous Ammonia Release
+
+Paragraph 1: Header, Initiation & Tactical Map/Sketch Details The Oakridge Industrial Park Anhydrous Ammonia Release (Incident Number: EPA-R2-2026-0905) was formally initiated on 09/05/2026 at 08:15 EDT. The designated total area of operations covers a 2.0-mile radius centered at Cold Storage Logistics Building 7, Edison, NJ. The primary incident site is located at Mechanical Room 3 on the roof deck of Cold Storage Logistics Building 7 (100 Industrial Parkway), where an 8-inch high-pressure ammonia chiller line fractured. Currently impacted areas include a 400-yard vapor dispersion plume encompassing the Building 7 loading dock and northern section of Industrial Parkway. Primary threatened locations include the Meadowlands Residential Community situated 0.9 miles East downwind and the Edison Transit Center located 1.2 miles Southeast. Overflight reconnaissance conducted via Edison Police Drone Recon Unit DRONE-PD-1 confirmed a dense white fog cloud hovering over Roof Mechanical Room 3 and drifting East-Northeast at 5 mph. Dispersion trajectories model the airborne toxic anhydrous ammonia cloud migrating East-Northeast at 5 mph, with zero liquid chemical product entering storm drainage systems. Impacted shorelines are unimpacted, with contamination restricted to localized industrial ground surfaces and rooftop structures. Tactical graphics and maps oriented North vertically depict Staging Area Foxtrot at Edison High School parking lot, Command Post at Edison Fire Station 4, a 1,000-foot Exclusion Zone boundary, and Industrial Parkway traffic control points.
+
+Paragraph 2: Situation Summary & Health/Safety Briefing At 07:45 EDT on 09/05/2026, a mechanical vibration failure severed an 8-inch liquid refrigeration line inside Mechanical Room 3 at Cold Storage Logistics, releasing approximately 3,000 lbs of anhydrous ammonia gas. Building 7 was evacuated immediately (85 employees), and a 1,000-foot perimeter isolation zone was established. Primary health and safety hazards include severe chemical asphyxiation, acute pulmonary edema, permanent ocular injury, cryogenic chemical freeze burns, flammability risk in enclosed spaces (LEL 15-28%), and physical fall hazards from roof decking. Protective measures enforce a mandatory 1,000-foot Exclusion Zone; Level A encapsulated vapor suits with SCBA for all roof entry personnel; Level B suits for ground backup teams; continuous electrochemical ammonia air monitoring at perimeter boundaries; high-volume water curtain deployment for vapor knockdown; and a mandatory dual-basin chemical wash decontamination corridor at Building 7 main entrance. This briefing was formally prepared by Captain Michael Vance, Planning Section Chief, signed Michael Vance, on 09/05/2026 at 10:30 EDT.
+
+Paragraph 3: Objectives & Action Tactics Current and planned strategic objectives for Operational Period 1 are: (1) Enforce 1,000-foot Exclusion Zone and isolate Building 7 HVAC intake by 08:30 hours; (2) Perform roof entry under Level A PPE to manually isolate main receiver valve by 11:00 hours; (3) Deploy high-volume water curtain monitoring nozzles to suppress cloud drift by 09:30 hours; (4) Perform continuous downwind air monitoring along Meadowlands border by 09:00 hours; and (5) Establish Unified Command (Edison Fire, NJ DEP, EPA R2, Facility RP) by 08:45 hours. Chronological tactical timeline: At 08:15, initial alarm dispatch occurred; Edison Fire Engines 4 and 6 respond and assist Building 7 evacuation. At 08:35, Local Command was established by Chief E. Sullivan; Industrial Parkway closed at Kilmer Road. At 09:00, Middlesex County Hazmat Team 2 arrived to set up perimeter air monitoring grid and water fog curtain monitors. At 09:40, NJ DEP and EPA Region 2 OSC arrived on scene; Unified Command established at Station 4. At 10:15, drone recon flight confirmed water curtains reduced downwind cloud density by 60%. Planned actions: At 11:00, Entry Team 1 under Level A PPE executes emergency roof entry to isolate main refrigeration manifold; at 12:00, initiate mechanical ventilation of Building 7 interior through charcoal scrubber array; at 13:30, conduct clearance air sampling inside Building 7 prior to facility re-entry.
+
+Paragraph 4: Command & General Staff Organization Structure Operational command functions under a Unified Command structure comprising Unified Incident Commanders Chief E. Sullivan (Edison Fire IC), OSC H. Miller (EPA R2), Inspector G. Ross (NJ DEP), and T. Jenkins (Cold Storage RP IC). Command Staff includes Captain Robert Hayes as Safety Officer, Amanda Walsh (Edison OEM) as Public Information Officer, and Lt. D. Kincaid (Middlesex PD) as Liaison Officer. General Staff operations are directed by Battalion Chief Brian O'Connor as Operations Section Chief, Captain Michael Vance as Planning Section Chief, Karen Miller as Logistics Section Chief, and Steven Zhang as Finance/Admin Section Chief. Specialized positions include Refrigeration Systems Specialist C. Bauer (Cold Storage RP) and Air Monitoring Leader Lt. V. Patel (County Hazmat).
+
+Paragraph 5: Resource Summary & Tactical Assignments Tracking of operational assets: (1) Middlesex County Hazmat 2 (Identifier: HZM-MC-02), ordered 09/05/2026 08:20, Status: Arrived (ETA N/A), operating water curtains and preparing Level A roof entry; (2) Edison Fire Engine 4 (Identifier: ENG-04), ordered 09/05/2026 08:15, Status: Arrived (ETA N/A), supplying high-pressure water to fog monitors for vapor suppression; (3) Edison Ladder Truck 2 (Identifier: LADDER-02), ordered 09/05/2026 08:15, Status: Arrived (ETA N/A), positioned for roof access and aerial water stream deployment; (4) Police Drone Recon Unit (Identifier: DRONE-PD-1), ordered 09/05/2026 08:30, Status: Arrived (ETA N/A), conducting continuous thermal and aerial monitoring of plume drift; (5) Mobile Mechanical Scrubber Unit (Identifier: VENT-SCRUB-3), ordered 09/05/2026 09:15, Status: En Route (ETA 09/05/2026 11:45), en route to perform positive pressure building scrubbing; and (6) High-Sensitivity Air Monitoring Truck (Identifier: AIR-TRK-07), ordered 09/05/2026 09:00, Status: En Route (ETA 09/05/2026 10:15), en route to monitor downwind Meadowlands residential perimeter.
diff --git a/benchmark/datasets/narratives/ics202_2.txt b/benchmark/datasets/narratives/ics202_2.txt
new file mode 100644
index 00000000..051994e4
--- /dev/null
+++ b/benchmark/datasets/narratives/ics202_2.txt
@@ -0,0 +1,9 @@
+### Blackwood Chemical Pipeline Breach Incident Objectives (ICS 202)
+
+The Incident Objectives form, designated as ICS 202 for the Blackwood Chemical Pipeline Breach incident under tracking number US-EPA-R5-2026-0813, officially establishes the strategic blueprint for the upcoming operational period. This specific operational period is scheduled to run from August 13, 2026, at 18:00 hours through August 14, 2026, at 06:00 hours, marking the critical night-shift rotation of the emergency response.
+
+The core incident objectives for this twelve-hour window have been prioritized following the SMART model to ensure clear, action-oriented execution by field personnel. The primary objective is to maintain 100% responder compliance with SCBA Level B PPE within the 500-foot Exclusion Zone throughout the night shift. The second objective dictates that containment teams must complete installation of 1,000 feet of sorbent containment boom array across Blackwood River at Boom Site 2 by 22:00 hours to protect downstream municipal water intake. The third objective requires hazardous materials entry teams to complete hot-tap product evacuation of damaged pipeline section by 02:00 hours to stop active anhydrous ammonia leakage. The fourth objective mandates that the Air Monitoring Group maintain continuous automated PID perimeter air monitoring downwind along Route 104 with telemetry reporting to CP every 30 minutes. The fifth and final objective requires the Planning and Logistics sections to finalize Operational Period 2 IAP shift plan and resource request documentation by 04:30 hours.
+
+The operational period command emphasis directs all supervisors to focus tactical operations on maintaining river boom integrity under rising night tides and ensuring strict atmospheric air monitoring during the overnight temperature drop when ammonia vapors hug low ground. Command explicitly prioritizes responder safety in low-visibility nighttime conditions over recovery speed. General situational awareness notes indicate that the local weather forecast predicts clear night skies, temperatures dropping to 58°F, and wind shifting from East-Northeast to North at 4 mph. Low-lying fog is expected near riverbanks between 02:00 and 06:00 hours. High vigilance is required for slick riverbank terrain and reduced nighttime visibility. Due to the hazardous chemical nature of the release, a formal Site Safety Plan is strictly required for this incident. The approved Site Safety Plan has been finalized, signed by the Safety Officer, and is physically located at the Mobile Command Post Briefing Trailer at Station 12.
+
+The complete Incident Action Plan for this operational period has been fully assembled, and the specific components included in the package have been validated. The final plan incorporates the ICS 203 Organization Assignment List, multiple ICS 204 Assignment Lists for active divisions, the ICS 205 Incident Radio Communications Plan, the ICS 206 Medical Plan, the ICS 208 Safety Message and Plan, a detailed geospatial Map and Chart package of the hot zone, and the localized Weather Forecast. Additional attachments compiled into the final briefing packet include the Ammonia Air Dispersion Model Map and the Pipeline Shutoff Schematic. This administrative document serves as Page 1 of the comprehensive Incident Action Plan package and was officially prepared by Planning Section Chief Sarah L. Jenkins, who reviewed and signed the form on August 13, 2026, at 16:30 hours. Final executive approval for the implementation of these objectives was granted by Incident Commander Chief R. Henderson, who signed off on the complete package on August 13, 2026, at 17:15 hours.
diff --git a/benchmark/datasets/narratives/ics202_3.txt b/benchmark/datasets/narratives/ics202_3.txt
new file mode 100644
index 00000000..d3f12108
--- /dev/null
+++ b/benchmark/datasets/narratives/ics202_3.txt
@@ -0,0 +1,9 @@
+### Port of Houston Sulfuric Acid Tanker Leak Incident Objectives (ICS 202)
+
+The Incident Objectives form, designated as ICS 202 for the Port of Houston Sulfuric Acid Tanker Leak incident under tracking number USCG-EPA-R6-2026-1014, officially establishes the strategic blueprint for the upcoming operational period. This specific operational period is scheduled to run from October 14, 2026, at 07:00 hours through October 15, 2026, at 19:00 hours, marking the primary daytime operational shift of the chemical spill response.
+
+The core incident objectives for this twelve-hour window have been prioritized following the SMART model to ensure clear, action-oriented execution by field personnel. The primary objective is to ensure zero safety incidents by enforcing mandatory Level A chemical suit entry procedures for all vessel deck operations. The second objective dictates that neutralization teams must apply 10 tons of dry sodium bicarbonate slurry to neutralize pooled acid on Berth 42 deck by 12:00 hours. The third objective requires waterborne response teams to maintain 2,000 feet of chemical sorbent boom around M/T Stolt Synergy and conduct hourly river pH sampling to ensure zero downstream acid migration. The fourth objective mandates that vessel salvage specialists complete vessel hull structural integrity audit and offloading manifold pressure test by 15:00 hours. The fifth and final objective requires the Environmental Unit to conduct continuous public air monitoring along Channelview community boundary and issue real-time safety updates by 17:00 hours.
+
+The operational period command emphasis directs all supervisors to place primary tactical focus on safe chemical neutralization and pH stabilization in the ship channel water column. Personnel safety during high-temperature Level A suit operations takes absolute priority over operational speed. General situational awareness notes indicate daytime temperatures reaching 88°F with high humidity (78%), creating severe heat stress conditions for suit technicians. Winds are blowing from the Southeast at 9 mph. Work-rest cycles of 20 minutes active entry followed by 40 minutes hydration/cooling are strictly mandated. Due to the high hazard profile of concentrated sulfuric acid, a formal Site Safety Plan is strictly required for this incident. The approved Site Safety Plan has been finalized, signed by the Safety Officer, and is physically located at the USCG Sector Houston Command Center Safety Office.
+
+The complete Incident Action Plan for this operational period has been fully assembled, and the specific components included in the package have been validated. The final plan incorporates the ICS 203 Organization Assignment List, multiple ICS 204 Assignment Lists for active divisions, the ICS 205 Incident Radio Communications Plan, the ICS 205a Communications List, the ICS 206 Medical Plan, the ICS 208 Safety Message and Plan, a detailed geospatial Map and Chart package of the port terminal, and localized Weather Forecast and Tides tables. Additional attachments compiled into the final briefing packet include the TCEQ Water Quality Monitoring Plan and the Vessel Cargo Stowage Plan. This administrative document serves as Page 1 of the comprehensive Incident Action Plan package and was officially prepared by Planning Section Chief Commander Richard Croft, who reviewed and signed the form on October 14, 2026, at 06:00 hours. Final executive approval for the implementation of these objectives was granted by Incident Commander Captain H. Vance, who signed off on the complete package on October 14, 2026, at 06:30 hours.
diff --git a/benchmark/datasets/narratives/ics202_4.txt b/benchmark/datasets/narratives/ics202_4.txt
new file mode 100644
index 00000000..0deec926
--- /dev/null
+++ b/benchmark/datasets/narratives/ics202_4.txt
@@ -0,0 +1,9 @@
+### Cascade Pass Chlorine Railcar Derailment Incident Objectives (ICS 202)
+
+The Incident Objectives form, designated as ICS 202 for the Cascade Pass Chlorine Railcar Derailment incident under tracking number NTSB-EPA-R10-2026-1102, officially establishes the strategic blueprint for the upcoming operational period. This specific operational period is scheduled to run from November 02, 2026, at 18:00 hours through November 03, 2026, at 06:00 hours, marking the critical overnight shift of the hazardous materials response.
+
+The core incident objectives for this twelve-hour window have been prioritized following the SMART model to ensure clear, action-oriented execution by field personnel. The primary objective is to enforce strict Level A PPE compliance and buddy system protocols during all night operations around the derailment site. The second objective dictates that hazardous materials capping teams must complete installation and torque testing of Emergency B-Kit capping assembly on chlorine tank car BNSF-77402 by 22:00 hours. The third objective requires air monitoring units to maintain perimeter chlorine air monitoring at 15-minute intervals along State Route 2 evacuation boundary. The fourth objective mandates that logistics staff operate heated decontamination trailer and warm hydration station continuously at Staging Area Charlie. The fifth and final objective requires the Environmental Unit to formulate environmental sampling plan and morning shift briefing package by 04:00 hours.
+
+The operational period command emphasis directs all supervisors to emphasize absolute safety of capping entry teams working under nighttime freezing conditions. Ensure continuous warm water decon availability to prevent suit icing. General situational awareness notes indicate overcast skies with mountain temperatures dropping to 28°F overnight, with snow flurries expected after 01:00 hours. Light winds are blowing from the West at 3 mph drifting toward the ravine floor. Icing hazards exist on rail ballast and steep access slopes, alongside high hypothermia hazards for standing security personnel. Due to toxic chlorine gas hazards, a formal Site Safety Plan is strictly required for this incident. The approved Site Safety Plan has been finalized, signed by the Safety Officer, and is physically located at the Skykomish School Gym Operations Briefing Room.
+
+The complete Incident Action Plan for this operational period has been fully assembled, and the specific components included in the package have been validated. The final plan incorporates the ICS 203 Organization Assignment List, multiple ICS 204 Assignment Lists for active divisions, the ICS 205 Incident Radio Communications Plan, the ICS 206 Medical Plan, the ICS 207 Organization Chart, the ICS 208 Safety Message and Plan, a detailed geospatial Map and Chart package of the rail right-of-way, and the Mountain Weather Forecast package. Additional attachments compiled into the final briefing packet include the Railcar Capping Procedure Manual and the Chlorine Gas Toxicity Chart. This administrative document serves as Page 1 of the comprehensive Incident Action Plan package and was officially prepared by Planning Section Chief Lt. Colonel Alan Vance, who reviewed and signed the form on November 02, 2026, at 16:30 hours. Final executive approval for the implementation of these objectives was granted by Incident Commander Captain E. Miller, who signed off on the complete package on November 02, 2026, at 17:15 hours.
diff --git a/benchmark/datasets/narratives/ics202_5.txt b/benchmark/datasets/narratives/ics202_5.txt
new file mode 100644
index 00000000..52060a94
--- /dev/null
+++ b/benchmark/datasets/narratives/ics202_5.txt
@@ -0,0 +1,9 @@
+### Silverwood Reservoir Crude Oil Pipeline Rupture Incident Objectives (ICS 202)
+
+The Incident Objectives form, designated as ICS 202 for the Silverwood Reservoir Crude Oil Pipeline Rupture incident under tracking number CalOES-EPA-R9-2026-0518, officially establishes the strategic blueprint for the upcoming operational period. This specific operational period is scheduled to run from May 18, 2026, at 18:00 hours through May 19, 2026, at 06:00 hours, marking the overnight containment shift of the inland oil spill response.
+
+The core incident objectives for this twelve-hour window have been prioritized following the SMART model to ensure clear, action-oriented execution by field personnel. The primary objective is to maintain 100% safety record with zero heat injuries or toxic vapor exposures during night shift operations. The second objective dictates that marine spill response crews must secure 2,000 feet of containment boom across Sawpit Canyon inlet and maintain skimmer vessel recovery in South arm until 23:00 hours. The third objective requires pipeline repair crews to complete pipeline mechanical clamp repair on 12-inch main line at MM 87.3 by 02:00 hours. The fourth objective mandates that water sampling teams perform hourly water sampling upstream of Mojave Water Intake facility to ensure non-detectable hydrocarbon levels. The fifth and final objective requires the Planning Section to prepare Day 2 Operational Period Incident Action Plan and resource requests by 04:30 hours.
+
+The operational period command emphasis directs all supervisors to focus tactical priority on preventing any oil migration toward the municipal water intake. Night skimming operations must maintain illuminated safety perimeters and life-vest compliance at all times. General situational awareness notes indicate evening temperature cooling to 70°F with calm winds under 5 mph. Mountain lions and nocturnal wildlife have been reported near Sawpit Canyon inlet. Flashlight illumination is required along all shoreline walking paths due to steep, oily riprap. Due to potential drinking water contamination risks, a formal Site Safety Plan is strictly required for this incident. The approved Site Safety Plan has been finalized, signed by the Safety Officer, and is physically located at the Incident Command Post at Hesperia Fire Station 30.
+
+The complete Incident Action Plan for this operational period has been fully assembled, and the specific components included in the package have been validated. The final plan incorporates the ICS 203 Organization Assignment List, multiple ICS 204 Assignment Lists for active divisions, the ICS 205 Incident Radio Communications Plan, the ICS 206 Medical Plan, the ICS 208 Safety Message and Plan, a detailed geospatial Map and Chart package of Silverwood Lake, and localized Weather and Reservoir Current Forecasts. Additional attachments compiled into the final briefing packet include the Silverwood Lake Water Sampling Map and the Pipeline Repair Safety Plan. This administrative document serves as Page 1 of the comprehensive Incident Action Plan package and was officially prepared by Planning Section Chief Captain Rachel Brooks, who reviewed and signed the form on May 18, 2026, at 16:30 hours. Final executive approval for the implementation of these objectives was granted by Incident Commander Chief M. Thorne, who signed off on the complete package on May 18, 2026, at 17:00 hours.
diff --git a/benchmark/datasets/narratives/ics202_6.txt b/benchmark/datasets/narratives/ics202_6.txt
new file mode 100644
index 00000000..c44f517a
--- /dev/null
+++ b/benchmark/datasets/narratives/ics202_6.txt
@@ -0,0 +1,9 @@
+### Oakridge Industrial Park Anhydrous Ammonia Release Incident Objectives (ICS 202)
+
+The Incident Objectives form, designated as ICS 202 for the Oakridge Industrial Park Anhydrous Ammonia Release incident under tracking number EPA-R2-2026-0905, officially establishes the strategic blueprint for the upcoming operational period. This specific operational period is scheduled to run from September 05, 2026, at 07:00 hours through September 06, 2026, at 19:00 hours, marking the recovery and clearance operational shift of the industrial hazmat incident.
+
+The core incident objectives for this twelve-hour window have been prioritized following the SMART model to ensure clear, action-oriented execution by field personnel. The primary objective is to enforce strict Level A/B PPE protocols and 1,000-foot Exclusion Zone control throughout daytime mechanical ventilation operations. The second objective dictates that mechanical ventilation teams must complete charcoal scrubber building ventilation of Building 7 interior to reduce interior ammonia concentrations below 15 ppm by 13:00 hours. The third objective requires structural engineers to conduct full structural and piping stress inspection of Roof Mechanical Room 3 by 15:00 hours. The fourth objective mandates that environmental sampling teams perform interior clearance air sampling across all 4 building quadrants by 17:00 hours. The fifth and final objective requires Liaison and Command Staff to submit final environmental decontamination report to NJ DEP and lift perimeter road closures by 18:30 hours.
+
+The operational period command emphasis directs all supervisors to focus operational efforts on safe indoor ventilation and structural validation. Ensure air monitoring teams continuously verify downwind residential air quality before discharging building exhaust. General situational awareness notes indicate mostly sunny conditions with a daytime high of 82°F. Winds are blowing from the West-Southwest at 7 mph. Thermal updrafts on Building 7 roof deck require secure safety tie-offs for all entry personnel. Due to high vapor pressure chemical hazards, a formal Site Safety Plan is strictly required for this incident. The approved Site Safety Plan has been finalized, signed by the Safety Officer, and is physically located at the Edison Fire Station 4 Command Post Conference Room.
+
+The complete Incident Action Plan for this operational period has been fully assembled, and the specific components included in the package have been validated. The final plan incorporates the ICS 203 Organization Assignment List, multiple ICS 204 Assignment Lists for active divisions, the ICS 205 Incident Radio Communications Plan, the ICS 205a Communications List, the ICS 206 Medical Plan, the ICS 208 Safety Message and Plan, a detailed geospatial Map and Chart package of the industrial park, and localized Weather Forecast updates. Additional attachments compiled into the final briefing packet include the Building 7 Ventilation Engineering Plan and the NJ DEP Air Quality Standard Sheet. This administrative document serves as Page 1 of the comprehensive Incident Action Plan package and was officially prepared by Planning Section Chief Captain Michael Vance, who reviewed and signed the form on September 05, 2026, at 06:00 hours. Final executive approval for the implementation of these objectives was granted by Incident Commander Chief E. Sullivan, who signed off on the complete package on September 05, 2026, at 06:30 hours.

From fe000b19dfeb7003a5feefa333987711a2c15206 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 16:51:39 +0200
Subject: [PATCH 75/85] ics203

---
 benchmark/datasets/ground_truth/ics203_1.json | 125 +++++++++++++++++
 benchmark/datasets/ground_truth/ics203_2.json | 125 +++++++++++++++++
 benchmark/datasets/ground_truth/ics203_3.json | 126 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics203_4.json | 126 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics203_5.json | 126 ++++++++++++++++++
 benchmark/datasets/narratives/ics203_1.txt    |  13 ++
 benchmark/datasets/narratives/ics203_2.txt    |  13 ++
 benchmark/datasets/narratives/ics203_3.txt    |  13 ++
 benchmark/datasets/narratives/ics203_4.txt    |  13 ++
 benchmark/datasets/narratives/ics203_5.txt    |  13 ++
 benchmark/datasets/templates/ics_203.json     |  88 ++++++++++++
 11 files changed, 781 insertions(+)
 create mode 100644 benchmark/datasets/ground_truth/ics203_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics203_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics203_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics203_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics203_5.json
 create mode 100644 benchmark/datasets/narratives/ics203_1.txt
 create mode 100644 benchmark/datasets/narratives/ics203_2.txt
 create mode 100644 benchmark/datasets/narratives/ics203_3.txt
 create mode 100644 benchmark/datasets/narratives/ics203_4.txt
 create mode 100644 benchmark/datasets/narratives/ics203_5.txt
 create mode 100644 benchmark/datasets/templates/ics_203.json

diff --git a/benchmark/datasets/ground_truth/ics203_1.json b/benchmark/datasets/ground_truth/ics203_1.json
new file mode 100644
index 00000000..f049792d
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics203_1.json
@@ -0,0 +1,125 @@
+{
+  "ics_203_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_incident_commander_and_command_staff": {
+      "ic_ucs": [
+        "Chief J. Thomas (County Fire)",
+        "S. Albright (State DEQ)",
+        "D. Miller (CSX Railroad RP)"
+      ],
+      "deputy": "Assistant Chief M. Reynolds",
+      "safety_officer": "Captain R. Mendez",
+      "public_info_officer": "A. Cho (County OEM)",
+      "liaison_officer": "Inspector G. Sims (SO)"
+    },
+    "4_agency_organization_representatives": [
+      {
+        "agency_organization": "US EPA Region 4",
+        "name": "OSC K. Lawson"
+      },
+      {
+        "agency_organization": "CSX Railroad",
+        "name": "V. Patel"
+      },
+      {
+        "agency_organization": "Whispering Pines Police Dept",
+        "name": "Commander B. Davis"
+      }
+    ],
+    "5_planning_section": {
+      "chief": "Marcus Vance",
+      "deputy": "L. Sullivan",
+      "resources_unit": "T. Jenkins",
+      "situation_unit": "E. Brooks",
+      "documentation_unit": "H. Martinez",
+      "demobilization_unit": "R. Sterling",
+      "technical_specialists": [
+        {
+          "specialty": "Rail Tank Car Specialist",
+          "name": "D. Kowalski"
+        },
+        {
+          "specialty": "Air Dispersion Modeler",
+          "name": "Dr. A. Chen"
+        }
+      ]
+    },
+    "6_logistics_section": {
+      "chief": "K. Dunavan",
+      "deputy": "P. Wright",
+      "support_branch": {
+        "director": "J. Myers",
+        "supply_unit": "S. Taylor",
+        "facilities_unit": "C. Adams",
+        "ground_support_unit": "M. Evans"
+      },
+      "service_branch": {
+        "director": "B. Foster",
+        "communications_unit": "R. Lee",
+        "medical_unit": "Dr. N. Howard",
+        "food_unit": "L. King"
+      }
+    },
+    "7_operations_section": {
+      "chief": "B. Reynolds",
+      "deputy": "Lt. Commander D. Miller",
+      "staging_area": "Staging Area Alpha (County Fairgrounds)",
+      "branches": [
+        {
+          "branch_name": "Hazardous Materials Branch",
+          "branch_director": "Lt. T. Kincaid",
+          "deputy": "Sgt. R. Hall",
+          "divisions_groups": [
+            {
+              "identifier": "Hazmat Entry Group",
+              "supervisor": "Capt. P. Gomez"
+            },
+            {
+              "identifier": "Decontamination Group",
+              "supervisor": "Lt. S. Baker"
+            }
+          ]
+        },
+        {
+          "branch_name": "Fire Suppression Branch",
+          "branch_director": "Batt. Chief E. Walters",
+          "deputy": "Capt. J. Miller",
+          "divisions_groups": [
+            {
+              "identifier": "Division A (Rail Right-of-Way)",
+              "supervisor": "Capt. D. Ross"
+            },
+            {
+              "identifier": "Water Supply Group",
+              "supervisor": "Lt. M. Turner"
+            }
+          ]
+        }
+      ],
+      "air_operations_branch": {
+        "air_ops_branch_dir": "Capt. H. Nelson"
+      }
+    },
+    "8_finance_administration_section": {
+      "chief": "Robert Sterling",
+      "deputy": "A. Patel",
+      "time_unit": "C. White",
+      "procurement_unit": "G. Scott",
+      "comp_claims_unit": "E. Green",
+      "cost_unit": "W. Harris"
+    },
+    "9_prepared_by": {
+      "name": "Marcus Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Marcus Vance",
+      "date_time": "07/07/2026 16:30"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics203_2.json b/benchmark/datasets/ground_truth/ics203_2.json
new file mode 100644
index 00000000..238a218f
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics203_2.json
@@ -0,0 +1,125 @@
+{
+  "ics_203_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_incident_commander_and_command_staff": {
+      "ic_ucs": [
+        "Chief R. Vance (Blackwood Fire Dept)",
+        "Officer M. Ross (State EPA)",
+        "J. Vance (Blackwood Pipeline Co. RP)"
+      ],
+      "deputy": "Deputy Chief L. Morgan",
+      "safety_officer": "Captain L. Hayes",
+      "public_info_officer": "E. Wright",
+      "liaison_officer": "Deputy K. Miller"
+    },
+    "4_agency_organization_representatives": [
+      {
+        "agency_organization": "US EPA Region 5",
+        "name": "OSC R. Brooks"
+      },
+      {
+        "agency_organization": "Blackwood County Sheriff",
+        "name": "Sheriff T. Higgins"
+      },
+      {
+        "agency_organization": "Valley Water Authority",
+        "name": "Director P. Simmons"
+      }
+    ],
+    "5_planning_section": {
+      "chief": "Sarah L. Jenkins",
+      "deputy": "T. Bradley",
+      "resources_unit": "A. Patel",
+      "situation_unit": "C. Webb",
+      "documentation_unit": "Dr. H. Thorne",
+      "demobilization_unit": "M. Brody",
+      "technical_specialists": [
+        {
+          "specialty": "Pipeline Integrity Specialist",
+          "name": "E. Vance"
+        },
+        {
+          "specialty": "Chemical Toxicology Specialist",
+          "name": "Dr. S. Ray"
+        }
+      ]
+    },
+    "6_logistics_section": {
+      "chief": "T. Bradley",
+      "deputy": "W. Miller",
+      "support_branch": {
+        "director": "G. Kross",
+        "supply_unit": "H. Lin",
+        "facilities_unit": "R. Sterling",
+        "ground_support_unit": "D. Miller"
+      },
+      "service_branch": {
+        "director": "S. Norris",
+        "communications_unit": "K. Albright",
+        "medical_unit": "Dr. T. Vance",
+        "food_unit": "A. Cho"
+      }
+    },
+    "7_operations_section": {
+      "chief": "D. Kowalski",
+      "deputy": "Lt. Timothy Vance",
+      "staging_area": "Staging Area Bravo (Westside High School)",
+      "branches": [
+        {
+          "branch_name": "Pipeline Isolation Branch",
+          "branch_director": "Capt. Donald Kross",
+          "deputy": "Lt. C. Webb",
+          "divisions_groups": [
+            {
+              "identifier": "Hot Zone Entry Group",
+              "supervisor": "Lt. R. Mendez"
+            },
+            {
+              "identifier": "Vapor Suppression Group",
+              "supervisor": "Capt. A. Ross"
+            }
+          ]
+        },
+        {
+          "branch_name": "River Spill Containment Branch",
+          "branch_director": "Commander Thomas Blake",
+          "deputy": "Inspector G. Sims",
+          "divisions_groups": [
+            {
+              "identifier": "Booming Division 1",
+              "supervisor": "Lt. J. Thorne"
+            },
+            {
+              "identifier": "Water Intake Protection Group",
+              "supervisor": "Capt. B. Walsh"
+            }
+          ]
+        }
+      ],
+      "air_operations_branch": {
+        "air_ops_branch_dir": "Capt. E. Walters"
+      }
+    },
+    "8_finance_administration_section": {
+      "chief": "A. Patel",
+      "deputy": "Robert Sterling",
+      "time_unit": "J. Mercer",
+      "procurement_unit": "Laura Martinez",
+      "comp_claims_unit": "Inspector R. Sterling",
+      "cost_unit": "Sandra Keller"
+    },
+    "9_prepared_by": {
+      "name": "Sarah L. Jenkins",
+      "position_title": "Planning Section Chief",
+      "signature": "Sarah L. Jenkins",
+      "date_time": "08/13/2026 16:30"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics203_3.json b/benchmark/datasets/ground_truth/ics203_3.json
new file mode 100644
index 00000000..e23d680f
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics203_3.json
@@ -0,0 +1,126 @@
+{
+  "ics_203_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_incident_commander_and_command_staff": {
+      "ic_ucs": [
+        "Captain H. Vance (USCG Unified Command IC)",
+        "OSC M. Reynolds (EPA Co-IC)",
+        "Chief D. Garcia (Port Authority Fire IC)",
+        "K. Lindqvist (Stolt Tankers RP IC)"
+      ],
+      "deputy": "Commander T. Blake",
+      "safety_officer": "Commander Thomas Blake",
+      "public_info_officer": "Laura Martinez (Port Authority)",
+      "liaison_officer": "Inspector R. Sterling (TCEQ)"
+    },
+    "4_agency_organization_representatives": [
+      {
+        "agency_organization": "Texas Commission on Environmental Quality",
+        "name": "Inspector R. Sterling"
+      },
+      {
+        "agency_organization": "Stolt Tankers Shipping",
+        "name": "K. Lindqvist"
+      },
+      {
+        "agency_organization": "Port of Houston Pilots",
+        "name": "Captain M. Brody"
+      }
+    ],
+    "5_planning_section": {
+      "chief": "Commander Richard Croft",
+      "deputy": "Lt. J. Thorne",
+      "resources_unit": "Dr. V. Patel",
+      "situation_unit": "Sandra Keller",
+      "documentation_unit": "Wayne Miller",
+      "demobilization_unit": "Battalion Chief A. Ross",
+      "technical_specialists": [
+        {
+          "specialty": "Chemical Hazard Specialist",
+          "name": "Dr. V. Patel"
+        },
+        {
+          "specialty": "Marine Salvage Engineer",
+          "name": "E. Miller"
+        }
+      ]
+    },
+    "6_logistics_section": {
+      "chief": "Sandra Keller",
+      "deputy": "Wayne Miller",
+      "support_branch": {
+        "director": "Capt. H. Nelson",
+        "supply_unit": "C. White",
+        "facilities_unit": "G. Scott",
+        "ground_support_unit": "E. Green"
+      },
+      "service_branch": {
+        "director": "W. Harris",
+        "communications_unit": "J. Myers",
+        "medical_unit": "Dr. A. Chen",
+        "food_unit": "S. Taylor"
+      }
+    },
+    "7_operations_section": {
+      "chief": "Battalion Chief A. Ross",
+      "deputy": "Lt. J. Thorne",
+      "staging_area": "Staging Area Bravo (Jacintoport Terminal)",
+      "branches": [
+        {
+          "branch_name": "Vessel Salvage & Entry Branch",
+          "branch_director": "Lt. J. Thorne",
+          "deputy": "Capt. P. Gomez",
+          "divisions_groups": [
+            {
+              "identifier": "Deck Neutralization Group",
+              "supervisor": "Lt. S. Baker"
+            },
+            {
+              "identifier": "Manifold Isolation Team",
+              "supervisor": "Capt. D. Ross"
+            }
+          ]
+        },
+        {
+          "branch_name": "Ship Channel Protection Branch",
+          "branch_director": "Capt. Donald Kross",
+          "deputy": "Lt. M. Turner",
+          "divisions_groups": [
+            {
+              "identifier": "Water Quality Sampling Division",
+              "supervisor": "Dr. S. Ray"
+            },
+            {
+              "identifier": "Booming Operations Group",
+              "supervisor": "Capt. B. Walsh"
+            }
+          ]
+        }
+      ],
+      "air_operations_branch": {
+        "air_ops_branch_dir": "Commander T. Blake"
+      }
+    },
+    "8_finance_administration_section": {
+      "chief": "Wayne Miller",
+      "deputy": "Sandra Keller",
+      "time_unit": "C. Adams",
+      "procurement_unit": "M. Evans",
+      "comp_claims_unit": "B. Foster",
+      "cost_unit": "R. Lee"
+    },
+    "9_prepared_by": {
+      "name": "Commander Richard Croft",
+      "position_title": "Planning Section Chief",
+      "signature": "Richard Croft",
+      "date_time": "10/14/2026 06:00"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics203_4.json b/benchmark/datasets/ground_truth/ics203_4.json
new file mode 100644
index 00000000..ec6d638e
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics203_4.json
@@ -0,0 +1,126 @@
+{
+  "ics_203_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_incident_commander_and_command_staff": {
+      "ic_ucs": [
+        "Captain E. Miller (WSP Unified Command IC)",
+        "OSC R. Brooks (EPA R10 Co-IC)",
+        "Chief D. Olson (Skykomish Fire IC)",
+        "M. Campbell (BNSF Railway RP IC)"
+      ],
+      "deputy": "Inspector G. Peterson",
+      "safety_officer": "Captain Marcus Vance",
+      "public_info_officer": "Jennifer Hayes (WSDOT)",
+      "liaison_officer": "Deputy S. Kowalski (KCSO)"
+    },
+    "4_agency_organization_representatives": [
+      {
+        "agency_organization": "Washington State Department of Transportation",
+        "name": "Jennifer Hayes"
+      },
+      {
+        "agency_organization": "BNSF Railway",
+        "name": "G. Peterson"
+      },
+      {
+        "agency_organization": "King County Sheriff's Office",
+        "name": "Sgt. H. Lin"
+      }
+    ],
+    "5_planning_section": {
+      "chief": "Lt. Colonel Alan Vance",
+      "deputy": "David Sterling",
+      "resources_unit": "Patricia Ross",
+      "situation_unit": "Battalion Chief T. Higgins",
+      "documentation_unit": "Sgt. H. Lin",
+      "demobilization_unit": "G. Peterson",
+      "technical_specialists": [
+        {
+          "specialty": "Rail Hazmat Specialist",
+          "name": "G. Peterson"
+        },
+        {
+          "specialty": "Toxic Gas Modeler",
+          "name": "Dr. H. Thorne"
+        }
+      ]
+    },
+    "6_logistics_section": {
+      "chief": "David Sterling",
+      "deputy": "Patricia Ross",
+      "support_branch": {
+        "director": "L. King",
+        "supply_unit": "J. Myers",
+        "facilities_unit": "S. Taylor",
+        "ground_support_unit": "C. Adams"
+      },
+      "service_branch": {
+        "director": "M. Evans",
+        "communications_unit": "B. Foster",
+        "medical_unit": "Dr. N. Howard",
+        "food_unit": "R. Lee"
+      }
+    },
+    "7_operations_section": {
+      "chief": "Battalion Chief T. Higgins",
+      "deputy": "Sgt. H. Lin",
+      "staging_area": "Staging Area Charlie (Stevens Pass Yard)",
+      "branches": [
+        {
+          "branch_name": "Hazmat Capping Branch",
+          "branch_director": "Capt. P. Gomez",
+          "deputy": "Lt. S. Baker",
+          "divisions_groups": [
+            {
+              "identifier": "Railcar Entry Group 1",
+              "supervisor": "Capt. D. Ross"
+            },
+            {
+              "identifier": "Decontamination Group",
+              "supervisor": "Lt. M. Turner"
+            }
+          ]
+        },
+        {
+          "branch_name": "Evacuation & Security Branch",
+          "branch_director": "Sgt. H. Lin",
+          "deputy": "Deputy S. Kowalski",
+          "divisions_groups": [
+            {
+              "identifier": "Highway 2 Control Division",
+              "supervisor": "Capt. H. Nelson"
+            },
+            {
+              "identifier": "Skykomish Evacuation Group",
+              "supervisor": "Sgt. R. Hall"
+            }
+          ]
+        }
+      ],
+      "air_operations_branch": {
+        "air_ops_branch_dir": "Capt. E. Walters"
+      }
+    },
+    "8_finance_administration_section": {
+      "chief": "Patricia Ross",
+      "deputy": "David Sterling",
+      "time_unit": "W. Harris",
+      "procurement_unit": "C. White",
+      "comp_claims_unit": "G. Scott",
+      "cost_unit": "E. Green"
+    },
+    "9_prepared_by": {
+      "name": "Lt. Colonel Alan Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Alan Vance",
+      "date_time": "11/02/2026 16:30"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics203_5.json b/benchmark/datasets/ground_truth/ics203_5.json
new file mode 100644
index 00000000..b807bacd
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics203_5.json
@@ -0,0 +1,126 @@
+{
+  "ics_203_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_incident_commander_and_command_staff": {
+      "ic_ucs": [
+        "OSC C. Martinez (EPA R9 Co-IC)",
+        "Chief M. Thorne (SBCo Fire IC)",
+        "Chief Inspector A. Kim (Cal OES)",
+        "W. Vance (Pipeline RP IC)"
+      ],
+      "deputy": "Commander F. Miller",
+      "safety_officer": "Captain Gregory Hall",
+      "public_info_officer": "Samantha Norris (Cal OES)",
+      "liaison_officer": "Ranger D. Stevens (State Parks)"
+    },
+    "4_agency_organization_representatives": [
+      {
+        "agency_organization": "US Forest Service",
+        "name": "Dr. L. Arispe"
+      },
+      {
+        "agency_organization": "Mojave Water Agency",
+        "name": "Engineer K. Ross"
+      },
+      {
+        "agency_organization": "Clean Harbors Environmental",
+        "name": "Captain B. Walsh"
+      }
+    ],
+    "5_planning_section": {
+      "chief": "Captain Rachel Brooks",
+      "deputy": "Megan Taylor",
+      "resources_unit": "Jason Wu",
+      "situation_unit": "Battalion Chief Kevin Ross",
+      "documentation_unit": "Dr. L. Arispe",
+      "demobilization_unit": "Captain B. Walsh",
+      "technical_specialists": [
+        {
+          "specialty": "Environmental Unit Leader",
+          "name": "Dr. L. Arispe"
+        },
+        {
+          "specialty": "Hydrological Flow Specialist",
+          "name": "Dr. S. Ray"
+        }
+      ]
+    },
+    "6_logistics_section": {
+      "chief": "Megan Taylor",
+      "deputy": "Jason Wu",
+      "support_branch": {
+        "director": "Capt. P. Gomez",
+        "supply_unit": "Lt. S. Baker",
+        "facilities_unit": "Capt. D. Ross",
+        "ground_support_unit": "Lt. M. Turner"
+      },
+      "service_branch": {
+        "director": "Capt. H. Nelson",
+        "communications_unit": "Sgt. R. Hall",
+        "medical_unit": "Dr. N. Howard",
+        "food_unit": "L. King"
+      }
+    },
+    "7_operations_section": {
+      "chief": "Battalion Chief Kevin Ross",
+      "deputy": "Captain B. Walsh",
+      "staging_area": "Staging Area Delta (Silverwood Lake Marina)",
+      "branches": [
+        {
+          "branch_name": "Canyon Pipeline Repair Branch",
+          "branch_director": "Capt. Gregory Hall",
+          "deputy": "Lt. R. Mendez",
+          "divisions_groups": [
+            {
+              "identifier": "Clamp Repair Group",
+              "supervisor": "Capt. A. Ross"
+            },
+            {
+              "identifier": "Sawpit Containment Group",
+              "supervisor": "Lt. C. Webb"
+            }
+          ]
+        },
+        {
+          "branch_name": "Reservoir Skimming & Booming Branch",
+          "branch_director": "Captain B. Walsh",
+          "deputy": "Lt. J. Thorne",
+          "divisions_groups": [
+            {
+              "identifier": "South Arm Skimmer Division",
+              "supervisor": "Capt. B. Walsh"
+            },
+            {
+              "identifier": "Water Intake Protection Group",
+              "supervisor": "Dr. L. Arispe"
+            }
+          ]
+        }
+      ],
+      "air_operations_branch": {
+        "air_ops_branch_dir": "Capt. E. Walters"
+      }
+    },
+    "8_finance_administration_section": {
+      "chief": "Jason Wu",
+      "deputy": "Megan Taylor",
+      "time_unit": "J. Myers",
+      "procurement_unit": "S. Taylor",
+      "comp_claims_unit": "C. Adams",
+      "cost_unit": "M. Evans"
+    },
+    "9_prepared_by": {
+      "name": "Captain Rachel Brooks",
+      "position_title": "Planning Section Chief",
+      "signature": "Rachel Brooks",
+      "date_time": "05/18/2026 16:30"
+    },
+    "iap_page_number": "1"
+  }
+}
diff --git a/benchmark/datasets/narratives/ics203_1.txt b/benchmark/datasets/narratives/ics203_1.txt
new file mode 100644
index 00000000..14d7b853
--- /dev/null
+++ b/benchmark/datasets/narratives/ics203_1.txt
@@ -0,0 +1,13 @@
+### Whispering Pines Derailment Organization Assignment List (ICS 203)
+
+The Organization Assignment List, designated as ICS 203 for the Whispering Pines Derailment incident under tracking number US-EPA-R4-2026-0707, officially documents the active organizational structure and personnel assignments for Operational Period 1 (July 07, 2026, 18:00 hours to July 08, 2026, 06:00 hours).
+
+Command Staff operations are managed under a Unified Command structure consisting of Incident Commanders Chief J. Thomas representing County Fire, S. Albright representing State DEQ, and D. Miller representing CSX Railroad. Executive operational support is provided by Deputy Incident Commander Assistant Chief M. Reynolds. Safety oversight is directed by Safety Officer Captain R. Mendez, public communications are managed by Public Information Officer A. Cho of County OEM, and inter-agency coordination is handled by Liaison Officer Inspector G. Sims of the Sheriff's Office. External agency representatives active at the command post include OSC K. Lawson representing US EPA Region 4, V. Patel representing CSX Railroad, and Commander B. Davis representing the Whispering Pines Police Department.
+
+The Planning Section is led by Planning Section Chief Marcus Vance, supported by Deputy L. Sullivan. Unit Leaders under Planning include T. Jenkins managing the Resources Unit, E. Brooks managing the Situation Unit, H. Martinez managing the Documentation Unit, and R. Sterling managing the Demobilization Unit. Specialized technical advice is provided by Technical Specialists D. Kowalski (Rail Tank Car Specialist) and Dr. A. Chen (Air Dispersion Modeler).
+
+The Logistics Section is commanded by Logistics Section Chief K. Dunavan, supported by Deputy P. Wright. Logistics is organized into two primary branches: the Support Branch directed by J. Myers, overseeing Supply Unit Leader S. Taylor, Facilities Unit Leader C. Adams, and Ground Support Unit Leader M. Evans; and the Service Branch directed by B. Foster, overseeing Communications Unit Leader R. Lee, Medical Unit Leader Dr. N. Howard, and Food Unit Leader L. King.
+
+The Operations Section is directed by Operations Section Chief B. Reynolds, supported by Deputy Lt. Commander D. Miller. Tactical field units operate from Staging Area Alpha located at the County Fairgrounds. Operational branches include the Hazardous Materials Branch led by Branch Director Lt. T. Kincaid and Deputy Sgt. R. Hall, supervising the Hazmat Entry Group under Capt. P. Gomez and the Decontamination Group under Lt. S. Baker; and the Fire Suppression Branch led by Branch Director Batt. Chief E. Walters and Deputy Capt. J. Miller, supervising Division A (Rail Right-of-Way) under Capt. D. Ross and the Water Supply Group under Lt. M. Turner. Aviation resources are coordinated through the Air Operations Branch under Air Operations Branch Director Capt. H. Nelson.
+
+The Finance/Administration Section is managed by Finance/Admin Section Chief Robert Sterling, supported by Deputy A. Patel. Financial operations are staffed by Time Unit Leader C. White, Procurement Unit Leader G. Scott, Compensation/Claims Unit Leader E. Green, and Cost Unit Leader W. Harris. This organization assignment list serves as Page 1 of the Incident Action Plan package and was prepared by Planning Section Chief Marcus Vance on July 07, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics203_2.txt b/benchmark/datasets/narratives/ics203_2.txt
new file mode 100644
index 00000000..7cbb7d3a
--- /dev/null
+++ b/benchmark/datasets/narratives/ics203_2.txt
@@ -0,0 +1,13 @@
+### Blackwood Chemical Pipeline Breach Organization Assignment List (ICS 203)
+
+The Organization Assignment List, designated as ICS 203 for the Blackwood Chemical Pipeline Breach incident under tracking number US-EPA-R5-2026-0813, officially documents the active organizational structure and personnel assignments for Operational Period 1 (August 13, 2026, 18:00 hours to August 14, 2026, 06:00 hours).
+
+Command Staff operations are managed under a Unified Command structure consisting of Incident Commanders Chief R. Vance representing Blackwood Fire Department, Officer M. Ross representing State EPA, and J. Vance representing Blackwood Pipeline Co. Executive operational support is provided by Deputy Incident Commander Deputy Chief L. Morgan. Safety oversight is directed by Safety Officer Captain L. Hayes, public communications are managed by Public Information Officer E. Wright, and inter-agency coordination is handled by Liaison Officer Deputy K. Miller. External agency representatives active at the command post include OSC R. Brooks representing US EPA Region 5, Sheriff T. Higgins representing Blackwood County Sheriff, and Director P. Simmons representing Valley Water Authority.
+
+The Planning Section is led by Planning Section Chief Sarah L. Jenkins, supported by Deputy T. Bradley. Unit Leaders under Planning include A. Patel managing the Resources Unit, C. Webb managing the Situation Unit, Dr. H. Thorne managing the Documentation Unit, and M. Brody managing the Demobilization Unit. Specialized technical advice is provided by Technical Specialists E. Vance (Pipeline Integrity Specialist) and Dr. S. Ray (Chemical Toxicology Specialist).
+
+The Logistics Section is commanded by Logistics Section Chief T. Bradley, supported by Deputy W. Miller. Logistics is organized into two primary branches: the Support Branch directed by G. Kross, overseeing Supply Unit Leader H. Lin, Facilities Unit Leader R. Sterling, and Ground Support Unit Leader D. Miller; and the Service Branch directed by S. Norris, overseeing Communications Unit Leader K. Albright, Medical Unit Leader Dr. T. Vance, and Food Unit Leader A. Cho.
+
+The Operations Section is directed by Operations Section Chief D. Kowalski, supported by Deputy Lt. Timothy Vance. Tactical field units operate from Staging Area Bravo located at Westside High School. Operational branches include the Pipeline Isolation Branch led by Branch Director Capt. Donald Kross and Deputy Lt. C. Webb, supervising the Hot Zone Entry Group under Lt. R. Mendez and the Vapor Suppression Group under Capt. A. Ross; and the River Spill Containment Branch led by Branch Director Commander Thomas Blake and Deputy Inspector G. Sims, supervising Booming Division 1 under Lt. J. Thorne and the Water Intake Protection Group under Capt. B. Walsh. Aviation resources are coordinated through the Air Operations Branch under Air Operations Branch Director Capt. E. Walters.
+
+The Finance/Administration Section is managed by Finance/Admin Section Chief A. Patel, supported by Deputy Robert Sterling. Financial operations are staffed by Time Unit Leader J. Mercer, Procurement Unit Leader Laura Martinez, Compensation/Claims Unit Leader Inspector R. Sterling, and Cost Unit Leader Sandra Keller. This organization assignment list serves as Page 1 of the Incident Action Plan package and was prepared by Planning Section Chief Sarah L. Jenkins on August 13, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics203_3.txt b/benchmark/datasets/narratives/ics203_3.txt
new file mode 100644
index 00000000..5490d3e1
--- /dev/null
+++ b/benchmark/datasets/narratives/ics203_3.txt
@@ -0,0 +1,13 @@
+### Port of Houston Sulfuric Acid Tanker Leak Organization Assignment List (ICS 203)
+
+The Organization Assignment List, designated as ICS 203 for the Port of Houston Sulfuric Acid Tanker Leak incident under tracking number USCG-EPA-R6-2026-1014, officially documents the active organizational structure and personnel assignments for Operational Period 1 (October 14, 2026, 07:00 hours to October 15, 2026, 19:00 hours).
+
+Command Staff operations are managed under a Unified Command structure consisting of Incident Commanders Captain H. Vance representing USCG, OSC M. Reynolds representing EPA, Chief D. Garcia representing Port Authority Fire, and K. Lindqvist representing Stolt Tankers. Executive operational support is provided by Deputy Incident Commander Commander T. Blake. Safety oversight is directed by Safety Officer Commander Thomas Blake, public communications are managed by Public Information Officer Laura Martinez of Port Authority, and inter-agency coordination is handled by Liaison Officer Inspector R. Sterling of TCEQ. External agency representatives active at the command post include Inspector R. Sterling representing Texas Commission on Environmental Quality, K. Lindqvist representing Stolt Tankers Shipping, and Captain M. Brody representing Port of Houston Pilots.
+
+The Planning Section is led by Planning Section Chief Commander Richard Croft, supported by Deputy Lt. J. Thorne. Unit Leaders under Planning include Dr. V. Patel managing the Resources Unit, Sandra Keller managing the Situation Unit, Wayne Miller managing the Documentation Unit, and Battalion Chief A. Ross managing the Demobilization Unit. Specialized technical advice is provided by Technical Specialists Dr. V. Patel (Chemical Hazard Specialist) and E. Miller (Marine Salvage Engineer).
+
+The Logistics Section is commanded by Logistics Section Chief Sandra Keller, supported by Deputy Wayne Miller. Logistics is organized into two primary branches: the Support Branch directed by Capt. H. Nelson, overseeing Supply Unit Leader C. White, Facilities Unit Leader G. Scott, and Ground Support Unit Leader E. Green; and the Service Branch directed by W. Harris, overseeing Communications Unit Leader J. Myers, Medical Unit Leader Dr. A. Chen, and Food Unit Leader S. Taylor.
+
+The Operations Section is directed by Operations Section Chief Battalion Chief A. Ross, supported by Deputy Lt. J. Thorne. Tactical field units operate from Staging Area Bravo located at Jacintoport Terminal. Operational branches include the Vessel Salvage & Entry Branch led by Branch Director Lt. J. Thorne and Deputy Capt. P. Gomez, supervising the Deck Neutralization Group under Lt. S. Baker and the Manifold Isolation Team under Capt. D. Ross; and the Ship Channel Protection Branch led by Branch Director Capt. Donald Kross and Deputy Lt. M. Turner, supervising the Water Quality Sampling Division under Dr. S. Ray and the Booming Operations Group under Capt. B. Walsh. Aviation resources are coordinated through the Air Operations Branch under Air Operations Branch Director Commander T. Blake.
+
+The Finance/Administration Section is managed by Finance/Admin Section Chief Wayne Miller, supported by Deputy Sandra Keller. Financial operations are staffed by Time Unit Leader C. Adams, Procurement Unit Leader M. Evans, Compensation/Claims Unit Leader B. Foster, and Cost Unit Leader R. Lee. This organization assignment list serves as Page 1 of the Incident Action Plan package and was prepared by Planning Section Chief Commander Richard Croft on October 14, 2026, at 06:00 hours.
diff --git a/benchmark/datasets/narratives/ics203_4.txt b/benchmark/datasets/narratives/ics203_4.txt
new file mode 100644
index 00000000..9d998f6c
--- /dev/null
+++ b/benchmark/datasets/narratives/ics203_4.txt
@@ -0,0 +1,13 @@
+### Cascade Pass Chlorine Railcar Derailment Organization Assignment List (ICS 203)
+
+The Organization Assignment List, designated as ICS 203 for the Cascade Pass Chlorine Railcar Derailment incident under tracking number NTSB-EPA-R10-2026-1102, officially documents the active organizational structure and personnel assignments for Operational Period 1 (November 02, 2026, 18:00 hours to November 03, 2026, 06:00 hours).
+
+Command Staff operations are managed under a Unified Command structure consisting of Incident Commanders Captain E. Miller representing WSP, OSC R. Brooks representing EPA Region 10, Chief D. Olson representing Skykomish Fire, and M. Campbell representing BNSF Railway. Executive operational support is provided by Deputy Incident Commander Inspector G. Peterson. Safety oversight is directed by Safety Officer Captain Marcus Vance, public communications are managed by Public Information Officer Jennifer Hayes of WSDOT, and inter-agency coordination is handled by Liaison Officer Deputy S. Kowalski of King County Sheriff's Office. External agency representatives active at the command post include Jennifer Hayes representing Washington State Department of Transportation, G. Peterson representing BNSF Railway, and Sgt. H. Lin representing King County Sheriff's Office.
+
+The Planning Section is led by Planning Section Chief Lt. Colonel Alan Vance, supported by Deputy David Sterling. Unit Leaders under Planning include Patricia Ross managing the Resources Unit, Battalion Chief T. Higgins managing the Situation Unit, Sgt. H. Lin managing the Documentation Unit, and G. Peterson managing the Demobilization Unit. Specialized technical advice is provided by Technical Specialists G. Peterson (Rail Hazmat Specialist) and Dr. H. Thorne (Toxic Gas Modeler).
+
+The Logistics Section is commanded by Logistics Section Chief David Sterling, supported by Deputy Patricia Ross. Logistics is organized into two primary branches: the Support Branch directed by L. King, overseeing Supply Unit Leader J. Myers, Facilities Unit Leader S. Taylor, and Ground Support Unit Leader C. Adams; and the Service Branch directed by M. Evans, overseeing Communications Unit Leader B. Foster, Medical Unit Leader Dr. N. Howard, and Food Unit Leader R. Lee.
+
+The Operations Section is directed by Operations Section Chief Battalion Chief T. Higgins, supported by Deputy Sgt. H. Lin. Tactical field units operate from Staging Area Charlie located at the Stevens Pass Maintenance Yard. Operational branches include the Hazmat Capping Branch led by Branch Director Capt. P. Gomez and Deputy Lt. S. Baker, supervising Railcar Entry Group 1 under Capt. D. Ross and the Decontamination Group under Lt. M. Turner; and the Evacuation & Security Branch led by Branch Director Sgt. H. Lin and Deputy Deputy S. Kowalski, supervising the Highway 2 Control Division under Capt. H. Nelson and the Skykomish Evacuation Group under Sgt. R. Hall. Aviation resources are coordinated through the Air Operations Branch under Air Operations Branch Director Capt. E. Walters.
+
+The Finance/Administration Section is managed by Finance/Admin Section Chief Patricia Ross, supported by Deputy David Sterling. Financial operations are staffed by Time Unit Leader W. Harris, Procurement Unit Leader C. White, Compensation/Claims Unit Leader G. Scott, and Cost Unit Leader E. Green. This organization assignment list serves as Page 1 of the Incident Action Plan package and was prepared by Planning Section Chief Lt. Colonel Alan Vance on November 02, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics203_5.txt b/benchmark/datasets/narratives/ics203_5.txt
new file mode 100644
index 00000000..8d961ebd
--- /dev/null
+++ b/benchmark/datasets/narratives/ics203_5.txt
@@ -0,0 +1,13 @@
+### Silverwood Reservoir Crude Oil Pipeline Rupture Organization Assignment List (ICS 203)
+
+The Organization Assignment List, designated as ICS 203 for the Silverwood Reservoir Crude Oil Pipeline Rupture incident under tracking number CalOES-EPA-R9-2026-0518, officially documents the active organizational structure and personnel assignments for Operational Period 1 (May 18, 2026, 18:00 hours to May 19, 2026, 06:00 hours).
+
+Command Staff operations are managed under a Unified Command structure consisting of Incident Commanders OSC C. Martinez representing EPA Region 9, Chief M. Thorne representing San Bernardino County Fire, Chief Inspector A. Kim representing Cal OES, and W. Vance representing Pipeline RP. Executive operational support is provided by Deputy Incident Commander Commander F. Miller. Safety oversight is directed by Safety Officer Captain Gregory Hall, public communications are managed by Public Information Officer Samantha Norris of Cal OES, and inter-agency coordination is handled by Liaison Officer Ranger D. Stevens of State Parks. External agency representatives active at the command post include Dr. L. Arispe representing US Forest Service, Engineer K. Ross representing Mojave Water Agency, and Captain B. Walsh representing Clean Harbors Environmental.
+
+The Planning Section is led by Planning Section Chief Captain Rachel Brooks, supported by Deputy Megan Taylor. Unit Leaders under Planning include Jason Wu managing the Resources Unit, Battalion Chief Kevin Ross managing the Situation Unit, Dr. L. Arispe managing the Documentation Unit, and Captain B. Walsh managing the Demobilization Unit. Specialized technical advice is provided by Technical Specialists Dr. L. Arispe (Environmental Unit Leader) and Dr. S. Ray (Hydrological Flow Specialist).
+
+The Logistics Section is commanded by Logistics Section Chief Megan Taylor, supported by Deputy Jason Wu. Logistics is organized into two primary branches: the Support Branch directed by Capt. P. Gomez, overseeing Supply Unit Leader Lt. S. Baker, Facilities Unit Leader Capt. D. Ross, and Ground Support Unit Leader Lt. M. Turner; and the Service Branch directed by Capt. H. Nelson, overseeing Communications Unit Leader Sgt. R. Hall, Medical Unit Leader Dr. N. Howard, and Food Unit Leader L. King.
+
+The Operations Section is directed by Operations Section Chief Battalion Chief Kevin Ross, supported by Deputy Captain B. Walsh. Tactical field units operate from Staging Area Delta located at the Silverwood Lake Marina. Operational branches include the Canyon Pipeline Repair Branch led by Branch Director Capt. Gregory Hall and Deputy Lt. R. Mendez, supervising the Clamp Repair Group under Capt. A. Ross and the Sawpit Containment Group under Lt. C. Webb; and the Reservoir Skimming & Booming Branch led by Branch Director Captain B. Walsh and Deputy Lt. J. Thorne, supervising the South Arm Skimmer Division under Capt. B. Walsh and the Water Intake Protection Group under Dr. L. Arispe. Aviation resources are coordinated through the Air Operations Branch under Air Operations Branch Director Capt. E. Walters.
+
+The Finance/Administration Section is managed by Finance/Admin Section Chief Jason Wu, supported by Deputy Megan Taylor. Financial operations are staffed by Time Unit Leader J. Myers, Procurement Unit Leader S. Taylor, Compensation/Claims Unit Leader C. Adams, and Cost Unit Leader M. Evans. This organization assignment list serves as Page 1 of the Incident Action Plan package and was prepared by Planning Section Chief Captain Rachel Brooks on May 18, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/templates/ics_203.json b/benchmark/datasets/templates/ics_203.json
new file mode 100644
index 00000000..380f9115
--- /dev/null
+++ b/benchmark/datasets/templates/ics_203.json
@@ -0,0 +1,88 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_incident_commander_and_command_staff": {
+    "ic_ucs": ["string"],
+    "deputy": "string",
+    "safety_officer": "string",
+    "public_info_officer": "string",
+    "liaison_officer": "string"
+  },
+  "4_agency_organization_representatives": [
+    {
+      "agency_organization": "string",
+      "name": "string"
+    }
+  ],
+  "5_planning_section": {
+    "chief": "string",
+    "deputy": "string",
+    "resources_unit": "string",
+    "situation_unit": "string",
+    "documentation_unit": "string",
+    "demobilization_unit": "string",
+    "technical_specialists": [
+      {
+        "specialty": "string",
+        "name": "string"
+      }
+    ]
+  },
+  "6_logistics_section": {
+    "chief": "string",
+    "deputy": "string",
+    "support_branch": {
+      "director": "string",
+      "supply_unit": "string",
+      "facilities_unit": "string",
+      "ground_support_unit": "string"
+    },
+    "service_branch": {
+      "director": "string",
+      "communications_unit": "string",
+      "medical_unit": "string",
+      "food_unit": "string"
+    }
+  },
+  "7_operations_section": {
+    "chief": "string",
+    "deputy": "string",
+    "staging_area": "string",
+    "branches": [
+      {
+        "branch_name": "string",
+        "branch_director": "string",
+        "deputy": "string",
+        "divisions_groups": [
+          {
+            "identifier": "string",
+            "supervisor": "string"
+          }
+        ]
+      }
+    ],
+    "air_operations_branch": {
+      "air_ops_branch_dir": "string"
+    }
+  },
+  "8_finance_administration_section": {
+    "chief": "string",
+    "deputy": "string",
+    "time_unit": "string",
+    "procurement_unit": "string",
+    "comp_claims_unit": "string",
+    "cost_unit": "string"
+  },
+  "9_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}

From d9f0499c82cfcaaa084e5634d613bc2057f4b3b6 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 16:54:34 +0200
Subject: [PATCH 76/85] ics204

---
 benchmark/datasets/ground_truth/ics204_1.json | 81 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics204_2.json | 81 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics204_3.json | 81 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics204_4.json | 81 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics204_5.json | 81 +++++++++++++++++++
 benchmark/datasets/narratives/ics204_1.txt    | 14 ++++
 benchmark/datasets/narratives/ics204_2.txt    | 14 ++++
 benchmark/datasets/narratives/ics204_3.txt    | 14 ++++
 benchmark/datasets/narratives/ics204_4.txt    | 14 ++++
 benchmark/datasets/narratives/ics204_5.txt    | 14 ++++
 benchmark/datasets/templates/ics_204.json     | 53 ++++++++++++
 11 files changed, 528 insertions(+)
 create mode 100644 benchmark/datasets/ground_truth/ics204_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics204_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics204_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics204_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics204_5.json
 create mode 100644 benchmark/datasets/narratives/ics204_1.txt
 create mode 100644 benchmark/datasets/narratives/ics204_2.txt
 create mode 100644 benchmark/datasets/narratives/ics204_3.txt
 create mode 100644 benchmark/datasets/narratives/ics204_4.txt
 create mode 100644 benchmark/datasets/narratives/ics204_5.txt
 create mode 100644 benchmark/datasets/templates/ics_204.json

diff --git a/benchmark/datasets/ground_truth/ics204_1.json b/benchmark/datasets/ground_truth/ics204_1.json
new file mode 100644
index 00000000..6fb91f7d
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics204_1.json
@@ -0,0 +1,81 @@
+{
+  "ics_204_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_branch_division_group_staging_area": {
+      "branch": "Hazardous Materials Branch",
+      "division": "Division A",
+      "group": "Hazmat Entry Group",
+      "staging_area": "Staging Area Alpha (County Fairgrounds)"
+    },
+    "4_operations_personnel": {
+      "operations_section_chief": {
+        "name": "B. Reynolds",
+        "contact_number": "555-0192 / Ch 1"
+      },
+      "branch_director": {
+        "name": "Lt. T. Kincaid",
+        "contact_number": "555-0144 / Ch 3"
+      },
+      "division_group_supervisor": {
+        "name": "Capt. P. Gomez",
+        "contact_number": "555-0188 / Ch 4"
+      }
+    },
+    "5_resources_assigned": [
+      {
+        "resource_identifier": "HZM-01",
+        "leader": "Lt. T. Kincaid",
+        "number_of_persons": "6",
+        "contact": "Radio Ch 4 (462.550 MHz)",
+        "reporting_location_special_equipment_remarks_notes_information": "Report to Hot Zone Gate 1 by 18:30. Level B SCBA suits, PID air monitors, non-sparking aluminum tools."
+      },
+      {
+        "resource_identifier": "DECON-02",
+        "leader": "Lt. S. Baker",
+        "number_of_persons": "4",
+        "contact": "Radio Ch 4",
+        "reporting_location_special_equipment_remarks_notes_information": "Establish wet-decon station at Warm Zone boundary Gate 2 by 18:45. Decon shower trailer with lime wash solution."
+      },
+      {
+        "resource_identifier": "ENG-41",
+        "leader": "Capt. D. Ross",
+        "number_of_persons": "3",
+        "contact": "Radio Ch 2",
+        "reporting_location_special_equipment_remarks_notes_information": "Position at Warm Zone boundary for continuous AFFF foam blanket standby during tank car grounding."
+      }
+    ],
+    "6_work_assignments": "Execute Hot Zone entry into rail right-of-way to secure structural stabilization straps on derailed Car #14. Attach grounding cables to prevent static spark ignition. Perform real-time PID air monitoring around breached Benzene manifold and report VOC concentrations to Branch Director every 15 minutes.",
+    "7_special_instructions": "All entry personnel must wear Level B PPE with SCBA. Continuous air monitoring required; evacuate Hot Zone immediately if PID readings exceed 5 ppm Benzene or 10% LEL. Ensure formal decontamination shower prior to exiting Warm Zone.",
+    "8_communications": [
+      {
+        "name_function": "Command Channel / Ops Chief",
+        "primary_contact": "Radio Ch 1 (154.280 MHz)"
+      },
+      {
+        "name_function": "Hazmat Tactical Channel",
+        "primary_contact": "Radio Ch 4 (462.550 MHz)"
+      },
+      {
+        "name_function": "Safety Officer Direct Line",
+        "primary_contact": "Cell: 555-0177"
+      },
+      {
+        "name_function": "Medical Emergency Call",
+        "primary_contact": "Radio Ch 5 / Cell: 555-0199"
+      }
+    ],
+    "9_prepared_by": {
+      "name": "Marcus Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Marcus Vance",
+      "date_time": "07/07/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics204_2.json b/benchmark/datasets/ground_truth/ics204_2.json
new file mode 100644
index 00000000..e1cc69c0
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics204_2.json
@@ -0,0 +1,81 @@
+{
+  "ics_204_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_branch_division_group_staging_area": {
+      "branch": "Pipeline Isolation Branch",
+      "division": "Division B",
+      "group": "Hot Zone Entry Group",
+      "staging_area": "Staging Area Bravo (Westside High School)"
+    },
+    "4_operations_personnel": {
+      "operations_section_chief": {
+        "name": "D. Kowalski",
+        "contact_number": "555-0210 / Ch 1"
+      },
+      "branch_director": {
+        "name": "Capt. Donald Kross",
+        "contact_number": "555-0233 / Ch 2"
+      },
+      "division_group_supervisor": {
+        "name": "Lt. R. Mendez",
+        "contact_number": "555-0255 / Ch 3"
+      }
+    },
+    "5_resources_assigned": [
+      {
+        "resource_identifier": "HZM-05",
+        "leader": "Lt. C. Webb",
+        "number_of_persons": "5",
+        "contact": "Radio Ch 3 (467.775 MHz)",
+        "reporting_location_special_equipment_remarks_notes_information": "Report to Gate 2 by 18:15. Level A encapsulated SCBA suits, pneumatic pipe clamp, thermal imaging camera."
+      },
+      {
+        "resource_identifier": "ENG-12",
+        "leader": "Capt. A. Ross",
+        "number_of_persons": "4",
+        "contact": "Radio Ch 2",
+        "reporting_location_special_equipment_remarks_notes_information": "Deploy unmanned fog nozzles at 500 ft perimeter to maintain water curtains over airborne ammonia plume."
+      },
+      {
+        "resource_identifier": "WT-03",
+        "leader": "Lt. M. Turner",
+        "number_of_persons": "2",
+        "contact": "Radio Ch 2",
+        "reporting_location_special_equipment_remarks_notes_information": "Supply continuous water feed to Engine 12 monitors."
+      }
+    ],
+    "6_work_assignments": "Enter Hot Zone at Valve Station 14-B under Level A protection to execute manual hot-tap isolation on the 8-inch pressurized line. Secure bypass manifold to stop active liquid ammonia discharge. Maintain water curtains downwind during valve mechanical manipulation.",
+    "7_special_instructions": "Level A PPE mandatory for entry team. Maintain 2-person backup entry team in Level A at Warm Zone line. If ammonia concentration exceeds 300 ppm IDLH at Warm Zone baseline, sound emergency withdrawal horn (3 long blasts).",
+    "8_communications": [
+      {
+        "name_function": "Command / Operations",
+        "primary_contact": "Radio Ch 1 (153.830 MHz)"
+      },
+      {
+        "name_function": "Pipeline Tactical",
+        "primary_contact": "Radio Ch 3 (467.775 MHz)"
+      },
+      {
+        "name_function": "Safety Officer Line",
+        "primary_contact": "Cell: 555-0288"
+      },
+      {
+        "name_function": "Decon Line",
+        "primary_contact": "Radio Ch 6 (462.625 MHz)"
+      }
+    ],
+    "9_prepared_by": {
+      "name": "Sarah L. Jenkins",
+      "position_title": "Planning Section Chief",
+      "signature": "Sarah L. Jenkins",
+      "date_time": "08/13/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics204_3.json b/benchmark/datasets/ground_truth/ics204_3.json
new file mode 100644
index 00000000..9d4cb76e
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics204_3.json
@@ -0,0 +1,81 @@
+{
+  "ics_204_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_branch_division_group_staging_area": {
+      "branch": "Vessel Salvage & Entry Branch",
+      "division": "Division C (Berth 42)",
+      "group": "Deck Neutralization Group",
+      "staging_area": "Staging Area Bravo (Jacintoport Terminal)"
+    },
+    "4_operations_personnel": {
+      "operations_section_chief": {
+        "name": "Battalion Chief A. Ross",
+        "contact_number": "555-0312 / Ch 1"
+      },
+      "branch_director": {
+        "name": "Lt. J. Thorne",
+        "contact_number": "555-0344 / Ch 2"
+      },
+      "division_group_supervisor": {
+        "name": "Lt. S. Baker",
+        "contact_number": "555-0366 / Ch 4"
+      }
+    },
+    "5_resources_assigned": [
+      {
+        "resource_identifier": "HZM-PORT-1",
+        "leader": "Capt. P. Gomez",
+        "number_of_persons": "6",
+        "contact": "Radio Ch 4 (453.225 MHz)",
+        "reporting_location_special_equipment_remarks_notes_information": "Report to Berth 42 Gangway by 07:30. Level A chemical suits, dry lime blower, pH test strips."
+      },
+      {
+        "resource_identifier": "NEUT-TRK-05",
+        "leader": "Driver E. Green",
+        "number_of_persons": "2",
+        "contact": "Radio Ch 4",
+        "reporting_location_special_equipment_remarks_notes_information": "Position at Berth 42 apron. Supply dry sodium bicarbonate powder to deck entry team."
+      },
+      {
+        "resource_identifier": "RV-AC-01",
+        "leader": "Capt. B. Walsh",
+        "number_of_persons": "4",
+        "contact": "Radio Ch 3",
+        "reporting_location_special_equipment_remarks_notes_information": "Conduct continuous water sampling and maintain acid sorbent boom around vessel hull."
+      }
+    ],
+    "6_work_assignments": "Board M/T Stolt Synergy under Level A protection. Apply dry sodium bicarbonate slurry over 4,200 gallons of pooled sulfuric acid on vessel deck until deck runoff pH stabilizes between 6.5 and 8.5. Inspect offloading manifold for structural stress.",
+    "7_special_instructions": "Strict 20-minute entry limit per technician due to heat stress (88°F/78% RH). Mandatory lime wash decon before unsuiting. Do not apply raw water directly to concentrated acid pool to prevent violent exothermic splattering.",
+    "8_communications": [
+      {
+        "name_function": "Operations Command",
+        "primary_contact": "Radio Ch 1 (156.800 MHz / VHF 16)"
+      },
+      {
+        "name_function": "Vessel Tactical",
+        "primary_contact": "Radio Ch 4 (453.225 MHz)"
+      },
+      {
+        "name_function": "Port Safety Line",
+        "primary_contact": "Cell: 555-0399"
+      },
+      {
+        "name_function": "Medical Standby",
+        "primary_contact": "Radio Ch 5 (462.600 MHz)"
+      }
+    ],
+    "9_prepared_by": {
+      "name": "Commander Richard Croft",
+      "position_title": "Planning Section Chief",
+      "signature": "Richard Croft",
+      "date_time": "10/14/2026 06:00"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics204_4.json b/benchmark/datasets/ground_truth/ics204_4.json
new file mode 100644
index 00000000..875ee3bc
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics204_4.json
@@ -0,0 +1,81 @@
+{
+  "ics_204_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_branch_division_group_staging_area": {
+      "branch": "Hazmat Capping Branch",
+      "division": "Division Ravine",
+      "group": "Railcar Entry Group 1",
+      "staging_area": "Staging Area Charlie (Stevens Pass Yard)"
+    },
+    "4_operations_personnel": {
+      "operations_section_chief": {
+        "name": "Battalion Chief T. Higgins",
+        "contact_number": "555-0411 / Ch 1"
+      },
+      "branch_director": {
+        "name": "Capt. P. Gomez",
+        "contact_number": "555-0433 / Ch 2"
+      },
+      "division_group_supervisor": {
+        "name": "Capt. D. Ross",
+        "contact_number": "555-0455 / Ch 3"
+      }
+    },
+    "5_resources_assigned": [
+      {
+        "resource_identifier": "HZM-33",
+        "leader": "Lt. S. Baker",
+        "number_of_persons": "5",
+        "contact": "Radio Ch 3 (462.700 MHz)",
+        "reporting_location_special_equipment_remarks_notes_information": "Report to Ravine Checkpoint by 18:30. Level A encapsulated suits, Emergency B-Kit capping assembly, pneumatic torque wrenches."
+      },
+      {
+        "resource_identifier": "BNSF-ER-01",
+        "leader": "Spec. G. Peterson",
+        "number_of_persons": "3",
+        "contact": "Radio Ch 3",
+        "reporting_location_special_equipment_remarks_notes_information": "Provide railcar dome technical oversight and heavy rigging hardware."
+      },
+      {
+        "resource_identifier": "DECON-04",
+        "leader": "Tech M. Turner",
+        "number_of_persons": "4",
+        "contact": "Radio Ch 2",
+        "reporting_location_special_equipment_remarks_notes_information": "Operate heated water decontamination trailer at Staging Area Charlie."
+      }
+    ],
+    "6_work_assignments": "Descend ravine to derailed railcar BNSF-77402 under Level A protection. Mount and torque Emergency B-Kit hood over damaged chlorine angle valve dome. Verify seal integrity using ammonia vapor swab test until zero leakage is detected.",
+    "7_special_instructions": "Freezing temperature hazard (28°F) and icy slopes. Suit entry teams limited to 30-minute rotations. Heated decon wash mandatory to prevent suit freeze-up. Continuous electrochemical chlorine monitoring required.",
+    "8_communications": [
+      {
+        "name_function": "Command Channel",
+        "primary_contact": "Radio Ch 1 (154.400 MHz)"
+      },
+      {
+        "name_function": "Capping Tactical",
+        "primary_contact": "Radio Ch 3 (462.700 MHz)"
+      },
+      {
+        "name_function": "Safety Officer Line",
+        "primary_contact": "Cell: 555-0488"
+      },
+      {
+        "name_function": "Evac Control Line",
+        "primary_contact": "Radio Ch 4 (467.550 MHz)"
+      }
+    ],
+    "9_prepared_by": {
+      "name": "Lt. Colonel Alan Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Alan Vance",
+      "date_time": "11/02/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics204_5.json b/benchmark/datasets/ground_truth/ics204_5.json
new file mode 100644
index 00000000..ccea5412
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics204_5.json
@@ -0,0 +1,81 @@
+{
+  "ics_204_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_branch_division_group_staging_area": {
+      "branch": "Reservoir Skimming & Booming Branch",
+      "division": "Division Reservoir South",
+      "group": "South Arm Skimmer Division",
+      "staging_area": "Staging Area Delta (Silverwood Lake Marina)"
+    },
+    "4_operations_personnel": {
+      "operations_section_chief": {
+        "name": "Battalion Chief Kevin Ross",
+        "contact_number": "555-0515 / Ch 1"
+      },
+      "branch_director": {
+        "name": "Captain B. Walsh",
+        "contact_number": "555-0535 / Ch 2"
+      },
+      "division_group_supervisor": {
+        "name": "Lt. J. Thorne",
+        "contact_number": "555-0560 / Ch 3"
+      }
+    },
+    "5_resources_assigned": [
+      {
+        "resource_identifier": "RV-LC-01",
+        "leader": "Capt. B. Walsh",
+        "number_of_persons": "4",
+        "contact": "Radio Ch 3 (156.550 MHz / VHF 11)",
+        "reporting_location_special_equipment_remarks_notes_information": "Report to Marina Slip 4 by 18:15. 1,200 ft hard boom, drum skimmer, high-intensity LED deck searchlights."
+      },
+      {
+        "resource_identifier": "SKIM-02",
+        "leader": "Operator R. Mendez",
+        "number_of_persons": "3",
+        "contact": "Radio Ch 3",
+        "reporting_location_special_equipment_remarks_notes_information": "Operate heavy weir skimmer vessel in South arm pool. Pump oil to 5,000 gal floating bladder."
+      },
+      {
+        "resource_identifier": "AIR-MON-08",
+        "leader": "Tech A. Ross",
+        "number_of_persons": "2",
+        "contact": "Radio Ch 4",
+        "reporting_location_special_equipment_remarks_notes_information": "Conduct continuous PID benzene air monitoring on boat deck and shoreline baseline."
+      }
+    ],
+    "6_work_assignments": "Deploy and anchor 1,200 feet of hard containment boom across Sawpit Canyon inlet to isolate reservoir. Operate drum skimmers and weir skimmer vessel SKIM-02 continuously throughout night shift to recover floating crude oil slick in South arm.",
+    "7_special_instructions": "Mandatory USCG-approved PFDs for all over-water personnel. Maintain vessel deck lighting during night operations. If PID readings exceed 1 ppm benzene, mandate half-mask APR organic vapor respirators.",
+    "8_communications": [
+      {
+        "name_function": "Command Channel",
+        "primary_contact": "Radio Ch 1 (154.150 MHz)"
+      },
+      {
+        "name_function": "Marine Tactical Channel",
+        "primary_contact": "Radio Ch 3 (156.550 MHz / VHF 11)"
+      },
+      {
+        "name_function": "Safety Officer Direct",
+        "primary_contact": "Cell: 555-0588"
+      },
+      {
+        "name_function": "Water Intake Guard",
+        "primary_contact": "Radio Ch 5 (462.575 MHz)"
+      }
+    ],
+    "9_prepared_by": {
+      "name": "Captain Rachel Brooks",
+      "position_title": "Planning Section Chief",
+      "signature": "Rachel Brooks",
+      "date_time": "05/18/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/narratives/ics204_1.txt b/benchmark/datasets/narratives/ics204_1.txt
new file mode 100644
index 00000000..b803e274
--- /dev/null
+++ b/benchmark/datasets/narratives/ics204_1.txt
@@ -0,0 +1,14 @@
+### Whispering Pines Derailment Assignment List (ICS 204)
+
+The Assignment List, designated as ICS 204 for the Whispering Pines Derailment incident under tracking number US-EPA-R4-2026-0707, details the tactical assignments for the Hazmat Entry Group operating within Division A under the Hazardous Materials Branch during Operational Period 1 (July 07, 2026, 18:00 hours to July 08, 2026, 06:00 hours).
+
+Tactical leadership for this operational unit is provided by Operations Section Chief B. Reynolds (Contact: 555-0192 / Radio Ch 1), Branch Director Lt. T. Kincaid (Contact: 555-0144 / Radio Ch 3), and Division/Group Supervisor Capt. P. Gomez (Contact: 555-0188 / Radio Ch 4). Tactical resources staging and deployment are managed out of Staging Area Alpha located at the County Fairgrounds.
+
+Resources assigned to the Hazmat Entry Group for this shift include:
+1. Hazmat Unit HZM-01, led by Lt. T. Kincaid, staffing 6 personnel, contactable via Radio Ch 4 (462.550 MHz). Special instructions require reporting to Hot Zone Gate 1 by 18:30 equipped with Level B SCBA chemical suits, PID air monitors, and non-sparking aluminum tools.
+2. Decontamination Trailer DECON-02, led by Lt. S. Baker, staffing 4 personnel, contactable via Radio Ch 4. Special instructions mandate establishing a wet-decontamination station at the Warm Zone boundary Gate 2 by 18:45 utilizing a decon shower trailer with lime wash solution.
+3. Fire Engine ENG-41, led by Capt. D. Ross, staffing 3 personnel, contactable via Radio Ch 2. Special instructions require positioning at the Warm Zone boundary for continuous AFFF foam blanket standby during tank car grounding operations.
+
+The specific work assignments for the Hazmat Entry Group direct personnel to execute Hot Zone entry into the rail right-of-way to secure structural stabilization straps on derailed Car #14, attach grounding cables to prevent static spark ignition, and perform real-time PID air monitoring around the breached Benzene manifold, reporting VOC concentrations to the Branch Director every 15 minutes.
+
+Special safety instructions mandate that all entry personnel wear Level B PPE with SCBA. Continuous air monitoring is strictly required; personnel must evacuate the Hot Zone immediately if PID readings exceed 5 ppm Benzene or 10% LEL. Formal decontamination shower procedures must be completed prior to exiting the Warm Zone. Communications protocols specify Radio Ch 1 (154.280 MHz) for Command, Radio Ch 4 (462.550 MHz) for Hazmat Tactical, Cell 555-0177 for Safety Officer Direct, and Radio Ch 5 / Cell 555-0199 for Medical Emergency Call. This document serves as Page 4 of the Incident Action Plan and was prepared by Planning Section Chief Marcus Vance on July 07, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics204_2.txt b/benchmark/datasets/narratives/ics204_2.txt
new file mode 100644
index 00000000..1ef56c3c
--- /dev/null
+++ b/benchmark/datasets/narratives/ics204_2.txt
@@ -0,0 +1,14 @@
+### Blackwood Chemical Pipeline Breach Assignment List (ICS 204)
+
+The Assignment List, designated as ICS 204 for the Blackwood Chemical Pipeline Breach incident under tracking number US-EPA-R5-2026-0813, details the tactical assignments for the Hot Zone Entry Group operating within Division B under the Pipeline Isolation Branch during Operational Period 1 (August 13, 2026, 18:00 hours to August 14, 2026, 06:00 hours).
+
+Tactical leadership for this operational unit is provided by Operations Section Chief D. Kowalski (Contact: 555-0210 / Radio Ch 1), Branch Director Capt. Donald Kross (Contact: 555-0233 / Radio Ch 2), and Division/Group Supervisor Lt. R. Mendez (Contact: 555-0255 / Radio Ch 3). Tactical resources staging and deployment are managed out of Staging Area Bravo located at Westside High School.
+
+Resources assigned to the Hot Zone Entry Group for this shift include:
+1. Hazmat Unit HZM-05, led by Lt. C. Webb, staffing 5 personnel, contactable via Radio Ch 3 (467.775 MHz). Special instructions require reporting to Gate 2 by 18:15 equipped with Level A encapsulated SCBA suits, pneumatic pipe clamp, and thermal imaging camera.
+2. Fire Engine ENG-12, led by Capt. A. Ross, staffing 4 personnel, contactable via Radio Ch 2. Special instructions mandate deploying unmanned fog nozzles at 500 ft perimeter to maintain water curtains over airborne ammonia plume.
+3. Water Tender WT-03, led by Lt. M. Turner, staffing 2 personnel, contactable via Radio Ch 2. Special instructions require supplying continuous water feed to Engine 12 monitors.
+
+The specific work assignments for the Hot Zone Entry Group direct personnel to enter Hot Zone at Valve Station 14-B under Level A protection to execute manual hot-tap isolation on the 8-inch pressurized line, secure bypass manifold to stop active liquid ammonia discharge, and maintain water curtains downwind during valve mechanical manipulation.
+
+Special safety instructions mandate Level A PPE for entry team, maintaining a 2-person backup entry team in Level A at Warm Zone line, and sounding emergency withdrawal horn (3 long blasts) if ammonia concentration exceeds 300 ppm IDLH at Warm Zone baseline. Communications protocols specify Radio Ch 1 (153.830 MHz) for Command / Operations, Radio Ch 3 (467.775 MHz) for Pipeline Tactical, Cell 555-0288 for Safety Officer Line, and Radio Ch 6 (462.625 MHz) for Decon Line. This document serves as Page 4 of the Incident Action Plan and was prepared by Planning Section Chief Sarah L. Jenkins on August 13, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics204_3.txt b/benchmark/datasets/narratives/ics204_3.txt
new file mode 100644
index 00000000..d8d3fa1c
--- /dev/null
+++ b/benchmark/datasets/narratives/ics204_3.txt
@@ -0,0 +1,14 @@
+### Port of Houston Sulfuric Acid Tanker Leak Assignment List (ICS 204)
+
+The Assignment List, designated as ICS 204 for the Port of Houston Sulfuric Acid Tanker Leak incident under tracking number USCG-EPA-R6-2026-1014, details the tactical assignments for the Deck Neutralization Group operating within Division C (Berth 42) under the Vessel Salvage & Entry Branch during Operational Period 1 (October 14, 2026, 07:00 hours to October 15, 2026, 19:00 hours).
+
+Tactical leadership for this operational unit is provided by Operations Section Chief Battalion Chief A. Ross (Contact: 555-0312 / Radio Ch 1), Branch Director Lt. J. Thorne (Contact: 555-0344 / Radio Ch 2), and Division/Group Supervisor Lt. S. Baker (Contact: 555-0366 / Radio Ch 4). Tactical resources staging and deployment are managed out of Staging Area Bravo located at Jacintoport Terminal.
+
+Resources assigned to the Deck Neutralization Group for this shift include:
+1. Port Authority Hazmat Team HZM-PORT-1, led by Capt. P. Gomez, staffing 6 personnel, contactable via Radio Ch 4 (453.225 MHz). Special instructions require reporting to Berth 42 Gangway by 07:30 equipped with Level A chemical suits, dry lime blower, and pH test strips.
+2. Neutralization Truck Unit NEUT-TRK-05, led by Driver E. Green, staffing 2 personnel, contactable via Radio Ch 4. Special instructions mandate positioning at Berth 42 apron to supply dry sodium bicarbonate powder to deck entry team.
+3. Chemical Response Vessel RV-AC-01, led by Capt. B. Walsh, staffing 4 personnel, contactable via Radio Ch 3. Special instructions require conducting continuous water sampling and maintaining acid sorbent boom around vessel hull.
+
+The specific work assignments for the Deck Neutralization Group direct personnel to board M/T Stolt Synergy under Level A protection, apply dry sodium bicarbonate slurry over 4,200 gallons of pooled sulfuric acid on vessel deck until deck runoff pH stabilizes between 6.5 and 8.5, and inspect offloading manifold for structural stress.
+
+Special safety instructions mandate a strict 20-minute entry limit per technician due to heat stress (88°F/78% RH), compulsory lime wash decon before unsuiting, and prohibiting direct application of raw water to concentrated acid pool to prevent violent exothermic splattering. Communications protocols specify Radio Ch 1 (156.800 MHz / VHF 16) for Operations Command, Radio Ch 4 (453.225 MHz) for Vessel Tactical, Cell 555-0399 for Port Safety Line, and Radio Ch 5 (462.600 MHz) for Medical Standby. This document serves as Page 4 of the Incident Action Plan and was prepared by Planning Section Chief Commander Richard Croft on October 14, 2026, at 06:00 hours.
diff --git a/benchmark/datasets/narratives/ics204_4.txt b/benchmark/datasets/narratives/ics204_4.txt
new file mode 100644
index 00000000..568b4f3e
--- /dev/null
+++ b/benchmark/datasets/narratives/ics204_4.txt
@@ -0,0 +1,14 @@
+### Cascade Pass Chlorine Railcar Derailment Assignment List (ICS 204)
+
+The Assignment List, designated as ICS 204 for the Cascade Pass Chlorine Railcar Derailment incident under tracking number NTSB-EPA-R10-2026-1102, details the tactical assignments for the Railcar Entry Group 1 operating within Division Ravine under the Hazmat Capping Branch during Operational Period 1 (November 02, 2026, 18:00 hours to November 03, 2026, 06:00 hours).
+
+Tactical leadership for this operational unit is provided by Operations Section Chief Battalion Chief T. Higgins (Contact: 555-0411 / Radio Ch 1), Branch Director Capt. P. Gomez (Contact: 555-0433 / Radio Ch 2), and Division/Group Supervisor Capt. D. Ross (Contact: 555-0455 / Radio Ch 3). Tactical resources staging and deployment are managed out of Staging Area Charlie located at the Stevens Pass Maintenance Yard.
+
+Resources assigned to Railcar Entry Group 1 for this shift include:
+1. King County Hazmat 3 HZM-33, led by Lt. S. Baker, staffing 5 personnel, contactable via Radio Ch 3 (462.700 MHz). Special instructions require reporting to Ravine Checkpoint by 18:30 equipped with Level A encapsulated suits, Emergency B-Kit capping assembly, and pneumatic torque wrenches.
+2. BNSF Emergency Response Unit BNSF-ER-01, led by Spec. G. Peterson, staffing 3 personnel, contactable via Radio Ch 3. Special instructions mandate providing railcar dome technical oversight and heavy rigging hardware.
+3. Mobile Decontamination Trailer DECON-04, led by Tech M. Turner, staffing 4 personnel, contactable via Radio Ch 2. Special instructions require operating heated water decontamination trailer at Staging Area Charlie.
+
+The specific work assignments for Railcar Entry Group 1 direct personnel to descend ravine to derailed railcar BNSF-77402 under Level A protection, mount and torque Emergency B-Kit hood over damaged chlorine angle valve dome, and verify seal integrity using ammonia vapor swab test until zero leakage is detected.
+
+Special safety instructions mandate precautions for freezing temperature hazards (28°F) and icy slopes. Suit entry teams are limited to 30-minute rotations. Heated decon wash is mandatory to prevent suit freeze-up, and continuous electrochemical chlorine monitoring is required throughout the entry. Communications protocols specify Radio Ch 1 (154.400 MHz) for Command Channel, Radio Ch 3 (462.700 MHz) for Capping Tactical, Cell 555-0488 for Safety Officer Line, and Radio Ch 4 (467.550 MHz) for Evac Control Line. This document serves as Page 4 of the Incident Action Plan and was prepared by Planning Section Chief Lt. Colonel Alan Vance on November 02, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics204_5.txt b/benchmark/datasets/narratives/ics204_5.txt
new file mode 100644
index 00000000..8baf3210
--- /dev/null
+++ b/benchmark/datasets/narratives/ics204_5.txt
@@ -0,0 +1,14 @@
+### Silverwood Reservoir Crude Oil Pipeline Rupture Assignment List (ICS 204)
+
+The Assignment List, designated as ICS 204 for the Silverwood Reservoir Crude Oil Pipeline Rupture incident under tracking number CalOES-EPA-R9-2026-0518, details the tactical assignments for the South Arm Skimmer Division operating within Division Reservoir South under the Reservoir Skimming & Booming Branch during Operational Period 1 (May 18, 2026, 18:00 hours to May 19, 2026, 06:00 hours).
+
+Tactical leadership for this operational unit is provided by Operations Section Chief Battalion Chief Kevin Ross (Contact: 555-0515 / Radio Ch 1), Branch Director Captain B. Walsh (Contact: 555-0535 / Radio Ch 2), and Division/Group Supervisor Lt. J. Thorne (Contact: 555-0560 / Radio Ch 3). Tactical resources staging and deployment are managed out of Staging Area Delta located at the Silverwood Lake Marina.
+
+Resources assigned to the South Arm Skimmer Division for this shift include:
+1. Clean Harbors Spill Vessel RV-LC-01, led by Capt. B. Walsh, staffing 4 personnel, contactable via Radio Ch 3 (156.550 MHz / VHF 11). Special instructions require reporting to Marina Slip 4 by 18:15 equipped with 1,200 ft hard boom, drum skimmer, and high-intensity LED deck searchlights.
+2. Heavy Vacuum Skimmer Boat SKIM-02, led by Operator R. Mendez, staffing 3 personnel, contactable via Radio Ch 3. Special instructions mandate operating heavy weir skimmer vessel in South arm pool, pumping oil into a 5,000 gal floating bladder.
+3. Air Monitoring Recon Unit AIR-MON-08, led by Tech A. Ross, staffing 2 personnel, contactable via Radio Ch 4. Special instructions require conducting continuous PID benzene air monitoring on boat deck and shoreline baseline.
+
+The specific work assignments for the South Arm Skimmer Division direct personnel to deploy and anchor 1,200 feet of hard containment boom across Sawpit Canyon inlet to isolate the reservoir, and operate drum skimmers and weir skimmer vessel SKIM-02 continuously throughout the night shift to recover floating crude oil slick in the South arm.
+
+Special safety instructions mandate USCG-approved PFDs for all over-water personnel. Maintain vessel deck lighting during night operations. If PID readings exceed 1 ppm benzene, mandate half-mask APR organic vapor respirators. Communications protocols specify Radio Ch 1 (154.150 MHz) for Command Channel, Radio Ch 3 (156.550 MHz / VHF 11) for Marine Tactical Channel, Cell 555-0588 for Safety Officer Direct, and Radio Ch 5 (462.575 MHz) for Water Intake Guard. This document serves as Page 4 of the Incident Action Plan and was prepared by Planning Section Chief Captain Rachel Brooks on May 18, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/templates/ics_204.json b/benchmark/datasets/templates/ics_204.json
new file mode 100644
index 00000000..615d3ddb
--- /dev/null
+++ b/benchmark/datasets/templates/ics_204.json
@@ -0,0 +1,53 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_branch_division_group_staging_area": {
+    "branch": "string",
+    "division": "string",
+    "group": "string",
+    "staging_area": "string"
+  },
+  "4_operations_personnel": {
+    "operations_section_chief": {
+      "name": "string",
+      "contact_number": "string"
+    },
+    "branch_director": {
+      "name": "string",
+      "contact_number": "string"
+    },
+    "division_group_supervisor": {
+      "name": "string",
+      "contact_number": "string"
+    }
+  },
+  "5_resources_assigned": [
+    {
+      "resource_identifier": "string",
+      "leader": "string",
+      "number_of_persons": "string",
+      "contact": "string",
+      "reporting_location_special_equipment_remarks_notes_information": "string"
+    }
+  ],
+  "6_work_assignments": "string",
+  "7_special_instructions": "string",
+  "8_communications": [
+    {
+      "name_function": "string",
+      "primary_contact": "string"
+    }
+  ],
+  "9_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}

From a3ab05abf63c00d09698f71120249a878d481872 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 16:59:19 +0200
Subject: [PATCH 77/85] ics205 & ics205a

---
 benchmark/datasets/ground_truth/ics205_1.json | 76 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics205_2.json | 76 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics205_3.json | 76 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics205_4.json | 76 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics205_5.json | 76 +++++++++++++++++++
 .../datasets/ground_truth/ics205a_1.json      | 55 ++++++++++++++
 .../datasets/ground_truth/ics205a_2.json      | 55 ++++++++++++++
 .../datasets/ground_truth/ics205a_3.json      | 55 ++++++++++++++
 .../datasets/ground_truth/ics205a_4.json      | 55 ++++++++++++++
 .../datasets/ground_truth/ics205a_5.json      | 55 ++++++++++++++
 benchmark/datasets/narratives/ics205_1.txt    | 11 +++
 benchmark/datasets/narratives/ics205_2.txt    | 11 +++
 benchmark/datasets/narratives/ics205_3.txt    | 11 +++
 benchmark/datasets/narratives/ics205_4.txt    | 11 +++
 benchmark/datasets/narratives/ics205_5.txt    | 11 +++
 benchmark/datasets/narratives/ics205a_1.txt   | 14 ++++
 benchmark/datasets/narratives/ics205a_2.txt   | 14 ++++
 benchmark/datasets/narratives/ics205a_3.txt   | 14 ++++
 benchmark/datasets/narratives/ics205a_4.txt   | 14 ++++
 benchmark/datasets/narratives/ics205a_5.txt   | 14 ++++
 benchmark/datasets/templates/ics_205.json     | 35 +++++++++
 benchmark/datasets/templates/ics_205a.json    | 23 ++++++
 22 files changed, 838 insertions(+)
 create mode 100644 benchmark/datasets/ground_truth/ics205_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics205_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics205_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics205_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics205_5.json
 create mode 100644 benchmark/datasets/ground_truth/ics205a_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics205a_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics205a_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics205a_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics205a_5.json
 create mode 100644 benchmark/datasets/narratives/ics205_1.txt
 create mode 100644 benchmark/datasets/narratives/ics205_2.txt
 create mode 100644 benchmark/datasets/narratives/ics205_3.txt
 create mode 100644 benchmark/datasets/narratives/ics205_4.txt
 create mode 100644 benchmark/datasets/narratives/ics205_5.txt
 create mode 100644 benchmark/datasets/narratives/ics205a_1.txt
 create mode 100644 benchmark/datasets/narratives/ics205a_2.txt
 create mode 100644 benchmark/datasets/narratives/ics205a_3.txt
 create mode 100644 benchmark/datasets/narratives/ics205a_4.txt
 create mode 100644 benchmark/datasets/narratives/ics205a_5.txt
 create mode 100644 benchmark/datasets/templates/ics_205.json
 create mode 100644 benchmark/datasets/templates/ics_205a.json

diff --git a/benchmark/datasets/ground_truth/ics205_1.json b/benchmark/datasets/ground_truth/ics205_1.json
new file mode 100644
index 00000000..1053aaef
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205_1.json
@@ -0,0 +1,76 @@
+{
+  "ics_205_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_date_time_prepared": {
+      "date": "07/07/2026",
+      "time": "16:00"
+    },
+    "3_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "4_basic_radio_channel_use": [
+      {
+        "zone_grp": "Zone 1",
+        "channel_number": "1",
+        "function": "Command",
+        "channel_name_trunked_radio_system_talkgroup": "TAC-1",
+        "assignment": "Unified Command / Section Chiefs",
+        "rx_frequency_n_or_w": "154.2800 N",
+        "rx_tone_nac": "156.7",
+        "tx_frequency_n_or_w": "159.4800 N",
+        "tx_tone_nac": "156.7",
+        "mode_a_d_or_m": "A",
+        "remarks": "Repeater 1 on Ridge Top"
+      },
+      {
+        "zone_grp": "Zone 1",
+        "channel_number": "2",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "TAC-2",
+        "assignment": "Hazmat Entry Group",
+        "rx_frequency_n_or_w": "462.5500 N",
+        "rx_tone_nac": "114.8",
+        "tx_frequency_n_or_w": "467.5500 N",
+        "tx_tone_nac": "114.8",
+        "mode_a_d_or_m": "D",
+        "remarks": "Encrypted digital talkgroup"
+      },
+      {
+        "zone_grp": "Zone 1",
+        "channel_number": "3",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "TAC-3",
+        "assignment": "Fire Suppression Branch",
+        "rx_frequency_n_or_w": "153.8300 N",
+        "rx_tone_nac": "156.7",
+        "tx_frequency_n_or_w": "153.8300 N",
+        "tx_tone_nac": "156.7",
+        "mode_a_d_or_m": "A",
+        "remarks": "Direct tactical simplex"
+      },
+      {
+        "zone_grp": "Zone 1",
+        "channel_number": "4",
+        "function": "Support",
+        "channel_name_trunked_radio_system_talkgroup": "SUPP-1",
+        "assignment": "Logistics & Decon",
+        "rx_frequency_n_or_w": "462.6250 N",
+        "rx_tone_nac": "123.0",
+        "tx_frequency_n_or_w": "462.6250 N",
+        "tx_tone_nac": "123.0",
+        "mode_a_d_or_m": "A",
+        "remarks": "Staging & decon trailer"
+      }
+    ],
+    "5_special_instructions": "All emergency traffic must use 'MAYDAY' call sign on Channel 1. Channel 2 encryption key loaded at Staging Area Alpha.",
+    "6_prepared_by": {
+      "name": "R. Lee",
+      "signature": "R. Lee",
+      "date_time": "07/07/2026 16:00"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205_2.json b/benchmark/datasets/ground_truth/ics205_2.json
new file mode 100644
index 00000000..59c9b066
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205_2.json
@@ -0,0 +1,76 @@
+{
+  "ics_205_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_date_time_prepared": {
+      "date": "08/13/2026",
+      "time": "16:00"
+    },
+    "3_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "4_basic_radio_channel_use": [
+      {
+        "zone_grp": "Zone A",
+        "channel_number": "1",
+        "function": "Command",
+        "channel_name_trunked_radio_system_talkgroup": "STATE-CMD",
+        "assignment": "Unified Command / Operations",
+        "rx_frequency_n_or_w": "153.8300 N",
+        "rx_tone_nac": "131.8",
+        "tx_frequency_n_or_w": "158.9700 N",
+        "tx_tone_nac": "131.8",
+        "mode_a_d_or_m": "A",
+        "remarks": "County Repeater 4"
+      },
+      {
+        "zone_grp": "Zone A",
+        "channel_number": "2",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "HAZ-TAC-1",
+        "assignment": "Hot Zone Entry Group",
+        "rx_frequency_n_or_w": "467.7750 N",
+        "rx_tone_nac": "D023",
+        "tx_frequency_n_or_w": "467.7750 N",
+        "tx_tone_nac": "D023",
+        "mode_a_d_or_m": "D",
+        "remarks": "Intrinsically safe radios only"
+      },
+      {
+        "zone_grp": "Zone A",
+        "channel_number": "3",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "BOOM-TAC",
+        "assignment": "River Booming Division",
+        "rx_frequency_n_or_w": "154.2800 N",
+        "rx_tone_nac": "131.8",
+        "tx_frequency_n_or_w": "154.2800 N",
+        "tx_tone_nac": "131.8",
+        "mode_a_d_or_m": "A",
+        "remarks": "Simplex marine/land link"
+      },
+      {
+        "zone_grp": "Zone A",
+        "channel_number": "4",
+        "function": "Dispatch",
+        "channel_name_trunked_radio_system_talkgroup": "LAW-DISP",
+        "assignment": "Perimeter Evacuation / SO",
+        "rx_frequency_n_or_w": "460.1250 N",
+        "rx_tone_nac": "156.7",
+        "tx_frequency_n_or_w": "465.1250 N",
+        "tx_tone_nac": "156.7",
+        "mode_a_d_or_m": "D",
+        "remarks": "County Sheriff Dispatch"
+      }
+    ],
+    "5_special_instructions": "Only intrinsically safe portable radios (Class I, Div 1) permitted inside the 500-foot Exclusion Zone. Maintain 30-minute radio check-ins.",
+    "6_prepared_by": {
+      "name": "K. Albright",
+      "signature": "K. Albright",
+      "date_time": "08/13/2026 16:00"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205_3.json b/benchmark/datasets/ground_truth/ics205_3.json
new file mode 100644
index 00000000..4844bd5f
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205_3.json
@@ -0,0 +1,76 @@
+{
+  "ics_205_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_date_time_prepared": {
+      "date": "10/14/2026",
+      "time": "05:30"
+    },
+    "3_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "4_basic_radio_channel_use": [
+      {
+        "zone_grp": "Zone Port",
+        "channel_number": "16",
+        "function": "Command",
+        "channel_name_trunked_radio_system_talkgroup": "VHF 16 / CMD",
+        "assignment": "USCG / Unified Command",
+        "rx_frequency_n_or_w": "156.8000 W",
+        "rx_tone_nac": "None",
+        "tx_frequency_n_or_w": "156.8000 W",
+        "tx_tone_nac": "None",
+        "mode_a_d_or_m": "A",
+        "remarks": "International Maritime Distress & Command"
+      },
+      {
+        "zone_grp": "Zone Port",
+        "channel_number": "11",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "VHF 11 / OPS",
+        "assignment": "Vessel Deck Entry Group",
+        "rx_frequency_n_or_w": "156.5500 W",
+        "rx_tone_nac": "None",
+        "tx_frequency_n_or_w": "156.5500 W",
+        "tx_tone_nac": "None",
+        "mode_a_d_or_m": "A",
+        "remarks": "Ship-to-shore deck entry"
+      },
+      {
+        "zone_grp": "Zone Port",
+        "channel_number": "4",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "PORT-HAZ",
+        "assignment": "Chemical Neutralization Team",
+        "rx_frequency_n_or_w": "453.2250 N",
+        "rx_tone_nac": "141.3",
+        "tx_frequency_n_or_w": "458.2250 N",
+        "tx_tone_nac": "141.3",
+        "mode_a_d_or_m": "D",
+        "remarks": "Port Fire Hazmat digital"
+      },
+      {
+        "zone_grp": "Zone Port",
+        "channel_number": "5",
+        "function": "Support",
+        "channel_name_trunked_radio_system_talkgroup": "MED-NET",
+        "assignment": "Medical & Decon Operations",
+        "rx_frequency_n_or_w": "462.6000 N",
+        "rx_tone_nac": "100.0",
+        "tx_frequency_n_or_w": "462.6000 N",
+        "tx_tone_nac": "100.0",
+        "mode_a_d_or_m": "A",
+        "remarks": "Decon trailer baseline"
+      }
+    ],
+    "5_special_instructions": "VHF Channel 16 reserved for Command & emergency traffic only. Deck entry team must maintain dual-watch on VHF 11 and Port-Haz Ch 4.",
+    "6_prepared_by": {
+      "name": "J. Myers",
+      "signature": "J. Myers",
+      "date_time": "10/14/2026 05:30"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205_4.json b/benchmark/datasets/ground_truth/ics205_4.json
new file mode 100644
index 00000000..5efc9bae
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205_4.json
@@ -0,0 +1,76 @@
+{
+  "ics_205_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_date_time_prepared": {
+      "date": "11/02/2026",
+      "time": "16:00"
+    },
+    "3_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "4_basic_radio_channel_use": [
+      {
+        "zone_grp": "Zone Pass",
+        "channel_number": "1",
+        "function": "Command",
+        "channel_name_trunked_radio_system_talkgroup": "WSP-CMD",
+        "assignment": "Unified Command / Operations",
+        "rx_frequency_n_or_w": "154.4000 N",
+        "rx_tone_nac": "103.5",
+        "tx_frequency_n_or_w": "159.0300 N",
+        "tx_tone_nac": "103.5",
+        "mode_a_d_or_m": "A",
+        "remarks": "Stevens Pass Mountain Repeater"
+      },
+      {
+        "zone_grp": "Zone Pass",
+        "channel_number": "3",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "CAPP-TAC",
+        "assignment": "Railcar Entry & Capping Team",
+        "rx_frequency_n_or_w": "462.7000 N",
+        "rx_tone_nac": "D074",
+        "tx_frequency_n_or_w": "467.7000 N",
+        "tx_tone_nac": "D074",
+        "mode_a_d_or_m": "D",
+        "remarks": "Digital cross-band repeater in ravine"
+      },
+      {
+        "zone_grp": "Zone Pass",
+        "channel_number": "4",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "EVAC-TAC",
+        "assignment": "Highway 2 & Evacuation Security",
+        "rx_frequency_n_or_w": "467.5500 N",
+        "rx_tone_nac": "114.8",
+        "tx_frequency_n_or_w": "467.5500 N",
+        "tx_tone_nac": "114.8",
+        "mode_a_d_or_m": "A",
+        "remarks": "Sheriff patrol direct"
+      },
+      {
+        "zone_grp": "Zone Pass",
+        "channel_number": "6",
+        "function": "Support",
+        "channel_name_trunked_radio_system_talkgroup": "LOG-SUPP",
+        "assignment": "Decon & Staging Charlie",
+        "rx_frequency_n_or_w": "151.6250 N",
+        "rx_tone_nac": "67.0",
+        "tx_frequency_n_or_w": "151.6250 N",
+        "tx_tone_nac": "67.0",
+        "mode_a_d_or_m": "A",
+        "remarks": "Staging Area Charlie link"
+      }
+    ],
+    "5_special_instructions": "Portable cross-band repeater deployed at ravine rim to ensure coverage inside mountain shadow. Cold-weather battery packs required for all handheld portables.",
+    "6_prepared_by": {
+      "name": "B. Foster",
+      "signature": "B. Foster",
+      "date_time": "11/02/2026 16:00"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205_5.json b/benchmark/datasets/ground_truth/ics205_5.json
new file mode 100644
index 00000000..2429db4f
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205_5.json
@@ -0,0 +1,76 @@
+{
+  "ics_205_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_date_time_prepared": {
+      "date": "05/18/2026",
+      "time": "16:00"
+    },
+    "3_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "4_basic_radio_channel_use": [
+      {
+        "zone_grp": "Zone Lake",
+        "channel_number": "1",
+        "function": "Command",
+        "channel_name_trunked_radio_system_talkgroup": "FIRE-CMD",
+        "assignment": "Unified Command / Station 30",
+        "rx_frequency_n_or_w": "154.1500 N",
+        "rx_tone_nac": "146.2",
+        "tx_frequency_n_or_w": "158.8500 N",
+        "tx_tone_nac": "146.2",
+        "mode_a_d_or_m": "A",
+        "remarks": "County Station 30 Repeater"
+      },
+      {
+        "zone_grp": "Zone Lake",
+        "channel_number": "3",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "MARINE-11",
+        "assignment": "Reservoir Skimmer Fleet",
+        "rx_frequency_n_or_w": "156.5500 W",
+        "rx_tone_nac": "None",
+        "tx_frequency_n_or_w": "156.5500 W",
+        "tx_tone_nac": "None",
+        "mode_a_d_or_m": "A",
+        "remarks": "VHF Channel 11 Marine Simplex"
+      },
+      {
+        "zone_grp": "Zone Lake",
+        "channel_number": "4",
+        "function": "Tactical",
+        "channel_name_trunked_radio_system_talkgroup": "PIPE-TAC",
+        "assignment": "Canyon Pipeline Repair Group",
+        "rx_frequency_n_or_w": "462.5750 N",
+        "rx_tone_nac": "D115",
+        "tx_frequency_n_or_w": "467.5750 N",
+        "tx_tone_nac": "D115",
+        "mode_a_d_or_m": "D",
+        "remarks": "Sawpit Canyon tactical link"
+      },
+      {
+        "zone_grp": "Zone Lake",
+        "channel_number": "5",
+        "function": "Support",
+        "channel_name_trunked_radio_system_talkgroup": "PARK-SUPP",
+        "assignment": "State Parks & Intake Guard",
+        "rx_frequency_n_or_w": "151.4000 N",
+        "rx_tone_nac": "146.2",
+        "tx_frequency_n_or_w": "151.4000 N",
+        "tx_tone_nac": "146.2",
+        "mode_a_d_or_m": "A",
+        "remarks": "Water Agency & Park Rangers"
+      }
+    ],
+    "5_special_instructions": "All marine vessels must maintain continuous watch on VHF Channel 11. Emergency Mayday protocol monitored by Command on Ch 1.",
+    "6_prepared_by": {
+      "name": "Sgt. R. Hall",
+      "signature": "R. Hall",
+      "date_time": "05/18/2026 16:00"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205a_1.json b/benchmark/datasets/ground_truth/ics205a_1.json
new file mode 100644
index 00000000..0fb968ff
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205a_1.json
@@ -0,0 +1,55 @@
+{
+  "ics_205a_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_basic_local_communications_information": [
+      {
+        "incident_assigned_position": "Incident Commander (County Fire)",
+        "name": "Chief J. Thomas",
+        "methods_of_contact": "Cell: 555-0101 / Radio Ch 1 / Vehicle: FIRE-CMD-1"
+      },
+      {
+        "incident_assigned_position": "Co-Incident Commander (State DEQ)",
+        "name": "S. Albright",
+        "methods_of_contact": "Cell: 555-0102 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Co-Incident Commander (CSX RP)",
+        "name": "D. Miller",
+        "methods_of_contact": "Cell: 555-0103 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Safety Officer",
+        "name": "Captain R. Mendez",
+        "methods_of_contact": "Cell: 555-0177 / Radio Ch 1 & 4"
+      },
+      {
+        "incident_assigned_position": "Operations Section Chief",
+        "name": "B. Reynolds",
+        "methods_of_contact": "Cell: 555-0192 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Hazmat Branch Director",
+        "name": "Lt. T. Kincaid",
+        "methods_of_contact": "Cell: 555-0144 / Radio Ch 3 & 4 / Vehicle: HZM-01"
+      },
+      {
+        "incident_assigned_position": "Planning Section Chief",
+        "name": "Marcus Vance",
+        "methods_of_contact": "Cell: 555-0150 / CP Desk Ext: 104"
+      }
+    ],
+    "4_prepared_by": {
+      "name": "R. Lee",
+      "position_title": "Communications Unit Leader",
+      "signature": "R. Lee",
+      "date_time": "07/07/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205a_2.json b/benchmark/datasets/ground_truth/ics205a_2.json
new file mode 100644
index 00000000..0a876ffc
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205a_2.json
@@ -0,0 +1,55 @@
+{
+  "ics_205a_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_basic_local_communications_information": [
+      {
+        "incident_assigned_position": "Incident Commander (Fire)",
+        "name": "Chief R. Vance",
+        "methods_of_contact": "Cell: 555-0201 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Incident Commander (State EPA)",
+        "name": "Officer M. Ross",
+        "methods_of_contact": "Cell: 555-0202 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Safety Officer",
+        "name": "Captain L. Hayes",
+        "methods_of_contact": "Cell: 555-0288 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Operations Section Chief",
+        "name": "D. Kowalski",
+        "methods_of_contact": "Cell: 555-0210 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Pipeline Branch Director",
+        "name": "Capt. Donald Kross",
+        "methods_of_contact": "Cell: 555-0233 / Radio Ch 2 / Vehicle: HAZ-1"
+      },
+      {
+        "incident_assigned_position": "Entry Group Supervisor",
+        "name": "Lt. R. Mendez",
+        "methods_of_contact": "Cell: 555-0255 / Radio Ch 3 / Vehicle: HZM-05"
+      },
+      {
+        "incident_assigned_position": "Planning Section Chief",
+        "name": "Sarah L. Jenkins",
+        "methods_of_contact": "Cell: 555-0250 / CP Ext: 201"
+      }
+    ],
+    "4_prepared_by": {
+      "name": "K. Albright",
+      "position_title": "Communications Unit Leader",
+      "signature": "K. Albright",
+      "date_time": "08/13/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205a_3.json b/benchmark/datasets/ground_truth/ics205a_3.json
new file mode 100644
index 00000000..1be12fe0
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205a_3.json
@@ -0,0 +1,55 @@
+{
+  "ics_205a_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_basic_local_communications_information": [
+      {
+        "incident_assigned_position": "USCG Unified Commander",
+        "name": "Captain H. Vance",
+        "methods_of_contact": "Cell: 555-0301 / VHF Ch 16 / Vessel: CG-45601"
+      },
+      {
+        "incident_assigned_position": "EPA Co-Incident Commander",
+        "name": "OSC M. Reynolds",
+        "methods_of_contact": "Cell: 555-0302 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Safety Officer",
+        "name": "Commander Thomas Blake",
+        "methods_of_contact": "Cell: 555-0399 / VHF Ch 16"
+      },
+      {
+        "incident_assigned_position": "Operations Section Chief",
+        "name": "Battalion Chief A. Ross",
+        "methods_of_contact": "Cell: 555-0312 / VHF Ch 16"
+      },
+      {
+        "incident_assigned_position": "Vessel Salvage Branch Director",
+        "name": "Lt. J. Thorne",
+        "methods_of_contact": "Cell: 555-0344 / VHF Ch 11"
+      },
+      {
+        "incident_assigned_position": "Deck Entry Supervisor",
+        "name": "Lt. S. Baker",
+        "methods_of_contact": "Cell: 555-0366 / Radio Ch 4 / Vehicle: HZM-PORT-1"
+      },
+      {
+        "incident_assigned_position": "Planning Section Chief",
+        "name": "Commander Richard Croft",
+        "methods_of_contact": "Cell: 555-0350 / Sector Ext: 305"
+      }
+    ],
+    "4_prepared_by": {
+      "name": "J. Myers",
+      "position_title": "Communications Unit Leader",
+      "signature": "J. Myers",
+      "date_time": "10/14/2026 06:15"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205a_4.json b/benchmark/datasets/ground_truth/ics205a_4.json
new file mode 100644
index 00000000..b1107d23
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205a_4.json
@@ -0,0 +1,55 @@
+{
+  "ics_205a_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_basic_local_communications_information": [
+      {
+        "incident_assigned_position": "WSP Incident Commander",
+        "name": "Captain E. Miller",
+        "methods_of_contact": "Cell: 555-0401 / Radio Ch 1 / Unit: WSP-100"
+      },
+      {
+        "incident_assigned_position": "EPA R10 Co-Commander",
+        "name": "OSC R. Brooks",
+        "methods_of_contact": "Cell: 555-0402 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Safety Officer",
+        "name": "Captain Marcus Vance",
+        "methods_of_contact": "Cell: 555-0488 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Operations Section Chief",
+        "name": "Battalion Chief T. Higgins",
+        "methods_of_contact": "Cell: 555-0411 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Hazmat Capping Branch Director",
+        "name": "Capt. P. Gomez",
+        "methods_of_contact": "Cell: 555-0433 / Radio Ch 2 & 3"
+      },
+      {
+        "incident_assigned_position": "Railcar Entry Supervisor",
+        "name": "Capt. D. Ross",
+        "methods_of_contact": "Cell: 555-0455 / Radio Ch 3 / Vehicle: HZM-33"
+      },
+      {
+        "incident_assigned_position": "Planning Section Chief",
+        "name": "Lt. Colonel Alan Vance",
+        "methods_of_contact": "Cell: 555-0450 / CP Desk: Gym-1"
+      }
+    ],
+    "4_prepared_by": {
+      "name": "B. Foster",
+      "position_title": "Communications Unit Leader",
+      "signature": "B. Foster",
+      "date_time": "11/02/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics205a_5.json b/benchmark/datasets/ground_truth/ics205a_5.json
new file mode 100644
index 00000000..afaec8e3
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics205a_5.json
@@ -0,0 +1,55 @@
+{
+  "ics_205a_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_basic_local_communications_information": [
+      {
+        "incident_assigned_position": "EPA R9 Incident Commander",
+        "name": "OSC C. Martinez",
+        "methods_of_contact": "Cell: 555-0501 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "SBCo Fire Incident Commander",
+        "name": "Chief M. Thorne",
+        "methods_of_contact": "Cell: 555-0502 / Radio Ch 1 / Vehicle: FIRE-SB-1"
+      },
+      {
+        "incident_assigned_position": "Safety Officer",
+        "name": "Captain Gregory Hall",
+        "methods_of_contact": "Cell: 555-0588 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Operations Section Chief",
+        "name": "Battalion Chief Kevin Ross",
+        "methods_of_contact": "Cell: 555-0515 / Radio Ch 1"
+      },
+      {
+        "incident_assigned_position": "Marine Skimming Branch Director",
+        "name": "Captain B. Walsh",
+        "methods_of_contact": "Cell: 555-0535 / Radio Ch 3 (VHF 11) / Vessel: RV-LC-01"
+      },
+      {
+        "incident_assigned_position": "Canyon Repair Group Supervisor",
+        "name": "Lt. J. Thorne",
+        "methods_of_contact": "Cell: 555-0560 / Radio Ch 4 / Vehicle: CREW-04"
+      },
+      {
+        "incident_assigned_position": "Planning Section Chief",
+        "name": "Captain Rachel Brooks",
+        "methods_of_contact": "Cell: 555-0550 / CP Desk Ext: 403"
+      }
+    ],
+    "4_prepared_by": {
+      "name": "Sgt. R. Hall",
+      "position_title": "Communications Unit Leader",
+      "signature": "R. Hall",
+      "date_time": "05/18/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/narratives/ics205_1.txt b/benchmark/datasets/narratives/ics205_1.txt
new file mode 100644
index 00000000..b32bd728
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205_1.txt
@@ -0,0 +1,11 @@
+### Whispering Pines Derailment Incident Radio Communications Plan (ICS 205)
+
+The Incident Radio Communications Plan, designated as ICS 205 for the Whispering Pines Derailment incident under tracking number US-EPA-R4-2026-0707, was prepared on July 07, 2026, at 16:00 hours. This communications blueprint governs basic radio channel assignments for Operational Period 1 (July 07, 2026, 18:00 hours through July 08, 2026, 06:00 hours).
+
+Basic radio channel allocations for this operational period are structured as follows:
+1. Channel 1 (Zone 1): Functioned for Command, channel name TAC-1, assigned to Unified Command and Section Chiefs. Operates on RX frequency 154.2800 N (Tone 156.7) and TX frequency 159.4800 N (Tone 156.7) in Analog mode (A), utilizing Repeater 1 located on Ridge Top.
+2. Channel 2 (Zone 1): Functioned for Tactical operations, channel name TAC-2, assigned to Hazmat Entry Group. Operates on RX frequency 462.5500 N (Tone 114.8) and TX frequency 467.5500 N (Tone 114.8) in Digital mode (D), utilizing an encrypted digital talkgroup.
+3. Channel 3 (Zone 1): Functioned for Tactical operations, channel name TAC-3, assigned to Fire Suppression Branch. Operates on RX frequency 153.8300 N (Tone 156.7) and TX frequency 153.8300 N (Tone 156.7) in Analog mode (A), utilizing direct tactical simplex communications.
+4. Channel 4 (Zone 1): Functioned for Support operations, channel name SUPP-1, assigned to Logistics and Decon. Operates on RX frequency 462.6250 N (Tone 123.0) and TX frequency 462.6250 N (Tone 123.0) in Analog mode (A), serving Staging Area Alpha and the decon trailer.
+
+Special instructions dictate that all emergency radio traffic must use the 'MAYDAY' call sign prefix on Channel 1. Channel 2 encryption keys must be loaded into handheld radios at Staging Area Alpha prior to Hot Zone deployment. This document serves as Page 5 of the Incident Action Plan and was prepared by Communications Unit Leader R. Lee on July 07, 2026, at 16:00 hours.
diff --git a/benchmark/datasets/narratives/ics205_2.txt b/benchmark/datasets/narratives/ics205_2.txt
new file mode 100644
index 00000000..e09c47fd
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205_2.txt
@@ -0,0 +1,11 @@
+### Blackwood Chemical Pipeline Breach Incident Radio Communications Plan (ICS 205)
+
+The Incident Radio Communications Plan, designated as ICS 205 for the Blackwood Chemical Pipeline Breach incident under tracking number US-EPA-R5-2026-0813, was prepared on August 13, 2026, at 16:00 hours. This communications blueprint governs basic radio channel assignments for Operational Period 1 (August 13, 2026, 18:00 hours through August 14, 2026, 06:00 hours).
+
+Basic radio channel allocations for this operational period are structured as follows:
+1. Channel 1 (Zone A): Functioned for Command, channel name STATE-CMD, assigned to Unified Command and Operations. Operates on RX frequency 153.8300 N (Tone 131.8) and TX frequency 158.9700 N (Tone 131.8) in Analog mode (A), utilizing County Repeater 4.
+2. Channel 2 (Zone A): Functioned for Tactical operations, channel name HAZ-TAC-1, assigned to Hot Zone Entry Group. Operates on RX frequency 467.7750 N (Tone D023) and TX frequency 467.7750 N (Tone D023) in Digital mode (D), restricting use strictly to intrinsically safe radios.
+3. Channel 3 (Zone A): Functioned for Tactical operations, channel name BOOM-TAC, assigned to River Booming Division. Operates on RX frequency 154.2800 N (Tone 131.8) and TX frequency 154.2800 N (Tone 131.8) in Analog mode (A), serving as a simplex marine and land communications link.
+4. Channel 4 (Zone A): Functioned for Dispatch, channel name LAW-DISP, assigned to Perimeter Evacuation and Sheriff's Office. Operates on RX frequency 460.1250 N (Tone 156.7) and TX frequency 465.1250 N (Tone 156.7) in Digital mode (D), linking to County Sheriff Dispatch.
+
+Special instructions mandate that only intrinsically safe portable radios (Class I, Div 1) are permitted inside the 500-foot Exclusion Zone. Personnel must maintain 30-minute mandatory radio check-ins. This document serves as Page 5 of the Incident Action Plan and was prepared by Communications Unit Leader K. Albright on August 13, 2026, at 16:00 hours.
diff --git a/benchmark/datasets/narratives/ics205_3.txt b/benchmark/datasets/narratives/ics205_3.txt
new file mode 100644
index 00000000..7e187842
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205_3.txt
@@ -0,0 +1,11 @@
+### Port of Houston Sulfuric Acid Tanker Leak Incident Radio Communications Plan (ICS 205)
+
+The Incident Radio Communications Plan, designated as ICS 205 for the Port of Houston Sulfuric Acid Tanker Leak incident under tracking number USCG-EPA-R6-2026-1014, was prepared on October 14, 2026, at 05:30 hours. This communications blueprint governs basic radio channel assignments for Operational Period 1 (October 14, 2026, 07:00 hours through October 15, 2026, 19:00 hours).
+
+Basic radio channel allocations for this operational period are structured as follows:
+1. Channel 16 (Zone Port): Functioned for Command, channel name VHF 16 / CMD, assigned to USCG and Unified Command. Operates on RX frequency 156.8000 W (Tone None) and TX frequency 156.8000 W (Tone None) in Analog mode (A), serving as International Maritime Distress and Command channel.
+2. Channel 11 (Zone Port): Functioned for Tactical operations, channel name VHF 11 / OPS, assigned to Vessel Deck Entry Group. Operates on RX frequency 156.5500 W (Tone None) and TX frequency 156.5500 W (Tone None) in Analog mode (A), serving ship-to-shore deck entry operations.
+3. Channel 4 (Zone Port): Functioned for Tactical operations, channel name PORT-HAZ, assigned to Chemical Neutralization Team. Operates on RX frequency 453.2250 N (Tone 141.3) and TX frequency 458.2250 N (Tone 141.3) in Digital mode (D), utilizing Port Fire Hazmat digital system.
+4. Channel 5 (Zone Port): Functioned for Support operations, channel name MED-NET, assigned to Medical & Decon Operations. Operates on RX frequency 462.6000 N (Tone 100.0) and TX frequency 462.6000 N (Tone 100.0) in Analog mode (A), maintaining communication with decon trailer baseline.
+
+Special instructions dictate that VHF Channel 16 is reserved strictly for Command and emergency traffic. The deck entry team must maintain dual-watch monitoring on VHF Channel 11 and Port-Haz Channel 4. This document serves as Page 5 of the Incident Action Plan and was prepared by Communications Unit Leader J. Myers on October 14, 2026, at 05:30 hours.
diff --git a/benchmark/datasets/narratives/ics205_4.txt b/benchmark/datasets/narratives/ics205_4.txt
new file mode 100644
index 00000000..1966788d
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205_4.txt
@@ -0,0 +1,11 @@
+### Cascade Pass Chlorine Railcar Derailment Incident Radio Communications Plan (ICS 205)
+
+The Incident Radio Communications Plan, designated as ICS 205 for the Cascade Pass Chlorine Railcar Derailment incident under tracking number NTSB-EPA-R10-2026-1102, was prepared on November 02, 2026, at 16:00 hours. This communications blueprint governs basic radio channel assignments for Operational Period 1 (November 02, 2026, 18:00 hours through November 03, 2026, 06:00 hours).
+
+Basic radio channel allocations for this operational period are structured as follows:
+1. Channel 1 (Zone Pass): Functioned for Command, channel name WSP-CMD, assigned to Unified Command and Operations. Operates on RX frequency 154.4000 N (Tone 103.5) and TX frequency 159.0300 N (Tone 103.5) in Analog mode (A), utilizing Stevens Pass Mountain Repeater.
+2. Channel 3 (Zone Pass): Functioned for Tactical operations, channel name CAPP-TAC, assigned to Railcar Entry & Capping Team. Operates on RX frequency 462.7000 N (Tone D074) and TX frequency 467.7000 N (Tone D074) in Digital mode (D), utilizing a digital cross-band repeater deployed in the ravine.
+3. Channel 4 (Zone Pass): Functioned for Tactical operations, channel name EVAC-TAC, assigned to Highway 2 & Evacuation Security. Operates on RX frequency 467.5500 N (Tone 114.8) and TX frequency 467.5500 N (Tone 114.8) in Analog mode (A), serving Sheriff patrol direct communications.
+4. Channel 6 (Zone Pass): Functioned for Support operations, channel name LOG-SUPP, assigned to Decon & Staging Charlie. Operates on RX frequency 151.6250 N (Tone 67.0) and TX frequency 151.6250 N (Tone 67.0) in Analog mode (A), maintaining Staging Area Charlie link.
+
+Special instructions indicate that a portable cross-band repeater is deployed at the ravine rim to ensure coverage inside mountain signal shadows. Cold-weather battery packs are strictly required for all handheld portable radios. This document serves as Page 5 of the Incident Action Plan and was prepared by Communications Unit Leader B. Foster on November 02, 2026, at 16:00 hours.
diff --git a/benchmark/datasets/narratives/ics205_5.txt b/benchmark/datasets/narratives/ics205_5.txt
new file mode 100644
index 00000000..de01cf3f
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205_5.txt
@@ -0,0 +1,11 @@
+### Silverwood Reservoir Crude Oil Pipeline Rupture Incident Radio Communications Plan (ICS 205)
+
+The Incident Radio Communications Plan, designated as ICS 205 for the Silverwood Reservoir Crude Oil Pipeline Rupture incident under tracking number CalOES-EPA-R9-2026-0518, was prepared on May 18, 2026, at 16:00 hours. This communications blueprint governs basic radio channel assignments for Operational Period 1 (May 18, 2026, 18:00 hours through May 19, 2026, 06:00 hours).
+
+Basic radio channel allocations for this operational period are structured as follows:
+1. Channel 1 (Zone Lake): Functioned for Command, channel name FIRE-CMD, assigned to Unified Command and Station 30. Operates on RX frequency 154.1500 N (Tone 146.2) and TX frequency 158.8500 N (Tone 146.2) in Analog mode (A), utilizing County Station 30 Repeater.
+2. Channel 3 (Zone Lake): Functioned for Tactical operations, channel name MARINE-11, assigned to Reservoir Skimmer Fleet. Operates on RX frequency 156.5500 W (Tone None) and TX frequency 156.5500 W (Tone None) in Analog mode (A), using VHF Channel 11 Marine Simplex.
+3. Channel 4 (Zone Lake): Functioned for Tactical operations, channel name PIPE-TAC, assigned to Canyon Pipeline Repair Group. Operates on RX frequency 462.5750 N (Tone D115) and TX frequency 467.5750 N (Tone D115) in Digital mode (D), linking Sawpit Canyon tactical operations.
+4. Channel 5 (Zone Lake): Functioned for Support operations, channel name PARK-SUPP, assigned to State Parks & Water Intake Guard. Operates on RX frequency 151.4000 N (Tone 146.2) and TX frequency 151.4000 N (Tone 146.2) in Analog mode (A), maintaining communication with Mojave Water Agency and Park Rangers.
+
+Special instructions dictate that all marine vessels must maintain continuous watch on VHF Channel 11. Emergency Mayday calls will be monitored by Command on Channel 1. This document serves as Page 5 of the Incident Action Plan and was prepared by Communications Unit Leader Sgt. R. Hall on May 18, 2026, at 16:00 hours.
diff --git a/benchmark/datasets/narratives/ics205a_1.txt b/benchmark/datasets/narratives/ics205a_1.txt
new file mode 100644
index 00000000..84517d38
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205a_1.txt
@@ -0,0 +1,14 @@
+### Whispering Pines Derailment Communications List (ICS 205A)
+
+The Communications List, designated as ICS 205A for the Whispering Pines Derailment incident under tracking number US-EPA-R4-2026-0707, functions as the primary incident contact directory for Operational Period 1 (July 07, 2026, 18:00 hours through July 08, 2026, 06:00 hours).
+
+Basic local communications contact methods for assigned incident leadership are established as follows:
+1. Position: Incident Commander (County Fire), Name: Chief J. Thomas, Contact Methods: Cell: 555-0101 / Radio Ch 1 / Vehicle: FIRE-CMD-1.
+2. Position: Co-Incident Commander (State DEQ), Name: S. Albright, Contact Methods: Cell: 555-0102 / Radio Ch 1.
+3. Position: Co-Incident Commander (CSX RP), Name: D. Miller, Contact Methods: Cell: 555-0103 / Radio Ch 1.
+4. Position: Safety Officer, Name: Captain R. Mendez, Contact Methods: Cell: 555-0177 / Radio Ch 1 & 4.
+5. Position: Operations Section Chief, Name: B. Reynolds, Contact Methods: Cell: 555-0192 / Radio Ch 1.
+6. Position: Hazmat Branch Director, Name: Lt. T. Kincaid, Contact Methods: Cell: 555-0144 / Radio Ch 3 & 4 / Vehicle: HZM-01.
+7. Position: Planning Section Chief, Name: Marcus Vance, Contact Methods: Cell: 555-0150 / CP Desk Ext: 104.
+
+This administrative contact directory serves as Page 6 of the Incident Action Plan package and was prepared by Communications Unit Leader R. Lee on July 07, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics205a_2.txt b/benchmark/datasets/narratives/ics205a_2.txt
new file mode 100644
index 00000000..e7e74cca
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205a_2.txt
@@ -0,0 +1,14 @@
+### Blackwood Chemical Pipeline Breach Communications List (ICS 205A)
+
+The Communications List, designated as ICS 205A for the Blackwood Chemical Pipeline Breach incident under tracking number US-EPA-R5-2026-0813, functions as the primary incident contact directory for Operational Period 1 (August 13, 2026, 18:00 hours through August 14, 2026, 06:00 hours).
+
+Basic local communications contact methods for assigned incident leadership are established as follows:
+1. Position: Incident Commander (Fire), Name: Chief R. Vance, Contact Methods: Cell: 555-0201 / Radio Ch 1.
+2. Position: Incident Commander (State EPA), Name: Officer M. Ross, Contact Methods: Cell: 555-0202 / Radio Ch 1.
+3. Position: Safety Officer, Name: Captain L. Hayes, Contact Methods: Cell: 555-0288 / Radio Ch 1.
+4. Position: Operations Section Chief, Name: D. Kowalski, Contact Methods: Cell: 555-0210 / Radio Ch 1.
+5. Position: Pipeline Branch Director, Name: Capt. Donald Kross, Contact Methods: Cell: 555-0233 / Radio Ch 2 / Vehicle: HAZ-1.
+6. Position: Entry Group Supervisor, Name: Lt. R. Mendez, Contact Methods: Cell: 555-0255 / Radio Ch 3 / Vehicle: HZM-05.
+7. Position: Planning Section Chief, Name: Sarah L. Jenkins, Contact Methods: Cell: 555-0250 / CP Ext: 201.
+
+This administrative contact directory serves as Page 6 of the Incident Action Plan package and was prepared by Communications Unit Leader K. Albright on August 13, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics205a_3.txt b/benchmark/datasets/narratives/ics205a_3.txt
new file mode 100644
index 00000000..e77a1467
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205a_3.txt
@@ -0,0 +1,14 @@
+### Port of Houston Sulfuric Acid Tanker Leak Communications List (ICS 205A)
+
+The Communications List, designated as ICS 205A for the Port of Houston Sulfuric Acid Tanker Leak incident under tracking number USCG-EPA-R6-2026-1014, functions as the primary incident contact directory for Operational Period 1 (October 14, 2026, 07:00 hours through October 15, 2026, 19:00 hours).
+
+Basic local communications contact methods for assigned incident leadership are established as follows:
+1. Position: USCG Unified Commander, Name: Captain H. Vance, Contact Methods: Cell: 555-0301 / VHF Ch 16 / Vessel: CG-45601.
+2. Position: EPA Co-Incident Commander, Name: OSC M. Reynolds, Contact Methods: Cell: 555-0302 / Radio Ch 1.
+3. Position: Safety Officer, Name: Commander Thomas Blake, Contact Methods: Cell: 555-0399 / VHF Ch 16.
+4. Position: Operations Section Chief, Name: Battalion Chief A. Ross, Contact Methods: Cell: 555-0312 / VHF Ch 16.
+5. Position: Vessel Salvage Branch Director, Name: Lt. J. Thorne, Contact Methods: Cell: 555-0344 / VHF Ch 11.
+6. Position: Deck Entry Supervisor, Name: Lt. S. Baker, Contact Methods: Cell: 555-0366 / Radio Ch 4 / Vehicle: HZM-PORT-1.
+7. Position: Planning Section Chief, Name: Commander Richard Croft, Contact Methods: Cell: 555-0350 / Sector Ext: 305.
+
+This administrative contact directory serves as Page 6 of the Incident Action Plan package and was prepared by Communications Unit Leader J. Myers on October 14, 2026, at 06:15 hours.
diff --git a/benchmark/datasets/narratives/ics205a_4.txt b/benchmark/datasets/narratives/ics205a_4.txt
new file mode 100644
index 00000000..fd6ef8ee
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205a_4.txt
@@ -0,0 +1,14 @@
+### Cascade Pass Chlorine Railcar Derailment Communications List (ICS 205A)
+
+The Communications List, designated as ICS 205A for the Cascade Pass Chlorine Railcar Derailment incident under tracking number NTSB-EPA-R10-2026-1102, functions as the primary incident contact directory for Operational Period 1 (November 02, 2026, 18:00 hours through November 03, 2026, 06:00 hours).
+
+Basic local communications contact methods for assigned incident leadership are established as follows:
+1. Position: WSP Incident Commander, Name: Captain E. Miller, Contact Methods: Cell: 555-0401 / Radio Ch 1 / Unit: WSP-100.
+2. Position: EPA R10 Co-Commander, Name: OSC R. Brooks, Contact Methods: Cell: 555-0402 / Radio Ch 1.
+3. Position: Safety Officer, Name: Captain Marcus Vance, Contact Methods: Cell: 555-0488 / Radio Ch 1.
+4. Position: Operations Section Chief, Name: Battalion Chief T. Higgins, Contact Methods: Cell: 555-0411 / Radio Ch 1.
+5. Position: Hazmat Capping Branch Director, Name: Capt. P. Gomez, Contact Methods: Cell: 555-0433 / Radio Ch 2 & 3.
+6. Position: Railcar Entry Supervisor, Name: Capt. D. Ross, Contact Methods: Cell: 555-0455 / Radio Ch 3 / Vehicle: HZM-33.
+7. Position: Planning Section Chief, Name: Lt. Colonel Alan Vance, Contact Methods: Cell: 555-0450 / CP Desk: Gym-1.
+
+This administrative contact directory serves as Page 6 of the Incident Action Plan package and was prepared by Communications Unit Leader B. Foster on November 02, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/narratives/ics205a_5.txt b/benchmark/datasets/narratives/ics205a_5.txt
new file mode 100644
index 00000000..bb34ddac
--- /dev/null
+++ b/benchmark/datasets/narratives/ics205a_5.txt
@@ -0,0 +1,14 @@
+### Silverwood Reservoir Crude Oil Pipeline Rupture Communications List (ICS 205A)
+
+The Communications List, designated as ICS 205A for the Silverwood Reservoir Crude Oil Pipeline Rupture incident under tracking number CalOES-EPA-R9-2026-0518, functions as the primary incident contact directory for Operational Period 1 (May 18, 2026, 18:00 hours through May 19, 2026, 06:00 hours).
+
+Basic local communications contact methods for assigned incident leadership are established as follows:
+1. Position: EPA R9 Incident Commander, Name: OSC C. Martinez, Contact Methods: Cell: 555-0501 / Radio Ch 1.
+2. Position: SBCo Fire Incident Commander, Name: Chief M. Thorne, Contact Methods: Cell: 555-0502 / Radio Ch 1 / Vehicle: FIRE-SB-1.
+3. Position: Safety Officer, Name: Captain Gregory Hall, Contact Methods: Cell: 555-0588 / Radio Ch 1.
+4. Position: Operations Section Chief, Name: Battalion Chief Kevin Ross, Contact Methods: Cell: 555-0515 / Radio Ch 1.
+5. Position: Marine Skimming Branch Director, Name: Captain B. Walsh, Contact Methods: Cell: 555-0535 / Radio Ch 3 (VHF 11) / Vessel: RV-LC-01.
+6. Position: Canyon Repair Group Supervisor, Name: Lt. J. Thorne, Contact Methods: Cell: 555-0560 / Radio Ch 4 / Vehicle: CREW-04.
+7. Position: Planning Section Chief, Name: Captain Rachel Brooks, Contact Methods: Cell: 555-0550 / CP Desk Ext: 403.
+
+This administrative contact directory serves as Page 6 of the Incident Action Plan package and was prepared by Communications Unit Leader Sgt. R. Hall on May 18, 2026, at 16:30 hours.
diff --git a/benchmark/datasets/templates/ics_205.json b/benchmark/datasets/templates/ics_205.json
new file mode 100644
index 00000000..0e1af7a7
--- /dev/null
+++ b/benchmark/datasets/templates/ics_205.json
@@ -0,0 +1,35 @@
+{
+  "1_incident_name": "string",
+  "2_date_time_prepared": {
+    "date": "string",
+    "time": "string"
+  },
+  "3_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "4_basic_radio_channel_use": [
+    {
+      "zone_grp": "string",
+      "channel_number": "string",
+      "function": "string",
+      "channel_name_trunked_radio_system_talkgroup": "string",
+      "assignment": "string",
+      "rx_frequency_n_or_w": "string",
+      "rx_tone_nac": "string",
+      "tx_frequency_n_or_w": "string",
+      "tx_tone_nac": "string",
+      "mode_a_d_or_m": "string",
+      "remarks": "string"
+    }
+  ],
+  "5_special_instructions": "string",
+  "6_prepared_by": {
+    "name": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}
diff --git a/benchmark/datasets/templates/ics_205a.json b/benchmark/datasets/templates/ics_205a.json
new file mode 100644
index 00000000..92883977
--- /dev/null
+++ b/benchmark/datasets/templates/ics_205a.json
@@ -0,0 +1,23 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_basic_local_communications_information": [
+    {
+      "incident_assigned_position": "string",
+      "name": "string",
+      "methods_of_contact": "string"
+    }
+  ],
+  "4_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}

From 2f24ff829f5be9f4967a8e5af59c039cd99e2167 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 17:08:49 +0200
Subject: [PATCH 78/85] ics 206 & ics 213

---
 benchmark/datasets/ground_truth/ics206_1.json | 80 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics206_2.json | 80 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics206_3.json | 80 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics206_4.json | 80 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics206_5.json | 80 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics213_1.json | 29 +++++++
 benchmark/datasets/ground_truth/ics213_2.json | 29 +++++++
 benchmark/datasets/ground_truth/ics213_3.json | 29 +++++++
 benchmark/datasets/ground_truth/ics213_4.json | 29 +++++++
 benchmark/datasets/ground_truth/ics213_5.json | 29 +++++++
 benchmark/datasets/narratives/ics206_1.txt    |  9 +++
 benchmark/datasets/narratives/ics206_2.txt    |  9 +++
 benchmark/datasets/narratives/ics206_3.txt    |  9 +++
 benchmark/datasets/narratives/ics206_4.txt    |  9 +++
 benchmark/datasets/narratives/ics206_5.txt    |  9 +++
 benchmark/datasets/narratives/ics213_1.txt    |  5 ++
 benchmark/datasets/narratives/ics213_2.txt    |  5 ++
 benchmark/datasets/narratives/ics213_3.txt    |  5 ++
 benchmark/datasets/narratives/ics213_4.txt    |  5 ++
 benchmark/datasets/narratives/ics213_5.txt    |  5 ++
 benchmark/datasets/templates/ics_206.json     | 58 ++++++++++++++
 benchmark/datasets/templates/ics_213.json     | 27 +++++++
 22 files changed, 700 insertions(+)
 create mode 100644 benchmark/datasets/ground_truth/ics206_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics206_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics206_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics206_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics206_5.json
 create mode 100644 benchmark/datasets/ground_truth/ics213_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics213_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics213_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics213_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics213_5.json
 create mode 100644 benchmark/datasets/narratives/ics206_1.txt
 create mode 100644 benchmark/datasets/narratives/ics206_2.txt
 create mode 100644 benchmark/datasets/narratives/ics206_3.txt
 create mode 100644 benchmark/datasets/narratives/ics206_4.txt
 create mode 100644 benchmark/datasets/narratives/ics206_5.txt
 create mode 100644 benchmark/datasets/narratives/ics213_1.txt
 create mode 100644 benchmark/datasets/narratives/ics213_2.txt
 create mode 100644 benchmark/datasets/narratives/ics213_3.txt
 create mode 100644 benchmark/datasets/narratives/ics213_4.txt
 create mode 100644 benchmark/datasets/narratives/ics213_5.txt
 create mode 100644 benchmark/datasets/templates/ics_206.json
 create mode 100644 benchmark/datasets/templates/ics_213.json

diff --git a/benchmark/datasets/ground_truth/ics206_1.json b/benchmark/datasets/ground_truth/ics206_1.json
new file mode 100644
index 00000000..9b8566b6
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics206_1.json
@@ -0,0 +1,80 @@
+{
+  "ics_206_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_medical_aid_stations": [
+      {
+        "name": "Staging Area Alpha First Aid Station",
+        "location": "Whispering Pines Creek Staging Area",
+        "contact_number_frequency": "462.5500 MHz / Ch 1",
+        "paramedic_service": true
+      },
+      {
+        "name": "Forward Decon Medical Post",
+        "location": "Derailment Site Perimeter West",
+        "contact_number_frequency": "467.7750 MHz / Ch 2",
+        "paramedic_service": true
+      }
+    ],
+    "4_transportation_services": {
+      "ambulance_services": [
+        {
+          "name": "County Emergency Medical Services Unit 41",
+          "location": "Whispering Pines Staging Area",
+          "contact_number_frequency": "(555) 234-8901 / Ch 1",
+          "paramedic_service": true
+        },
+        {
+          "name": "Pine Valley Volunteer Fire & Rescue Ambulance 12",
+          "location": "Station 12 Base",
+          "contact_number_frequency": "(555) 234-8902 / Ch 1",
+          "paramedic_service": false
+        }
+      ],
+      "air_ambulance_services": [
+        {
+          "name": "LifeFlight Air Medical Helicopter",
+          "location": "Regional Trauma Center Helipad",
+          "contact_number_frequency": "(555) 999-4321 / VHF 155.340 MHz",
+          "paramedic_service": true
+        }
+      ]
+    },
+    "5_hospitals": [
+      {
+        "hospital_name": "Whispering Pines Regional Medical Center",
+        "address_latitude_longitude": "100 Medical Center Drive, Whispering Pines, 42.1234 N, 73.5678 W",
+        "contact_number_frequency": "(555) 789-0100 / Med Channel 3",
+        "air_ambulance_helipad": true,
+        "burn_center": false,
+        "trauma_center": true
+      },
+      {
+        "hospital_name": "State University Burn & Trauma Center",
+        "address_latitude_longitude": "500 University Ave, Capital City, 42.3500 N, 73.8000 W",
+        "contact_number_frequency": "(555) 789-0900 / Med Channel 5",
+        "air_ambulance_helipad": true,
+        "burn_center": true,
+        "trauma_center": true
+      }
+    ],
+    "6_special_medical_emergency_procedures": "In the event of a medical emergency or chemical exposure during night operations, responders must immediately notify the Incident Commander and Medical Unit Leader over Command Channel 1. All entry personnel exposed to Benzene must undergo full gross and technical decontamination at the Forward Decon Medical Post before transport. For critical life safety, LifeFlight Air Medical is on standby for immediate evacuation from Landing Zone Alpha located adjacent to Staging Area Alpha.",
+    "7_prepared_by": {
+      "name": "Dr. Evelyn Reed",
+      "position_title": "Medical Unit Leader",
+      "signature": "Evelyn Reed",
+      "date_time": "07/07/2026 16:30"
+    },
+    "8_approved_by_safety_officer": {
+      "name": "Captain Thomas Wright",
+      "signature": "Thomas Wright",
+      "date_time": "07/07/2026 17:00"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics206_2.json b/benchmark/datasets/ground_truth/ics206_2.json
new file mode 100644
index 00000000..b216b947
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics206_2.json
@@ -0,0 +1,80 @@
+{
+  "ics_206_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_medical_aid_stations": [
+      {
+        "name": "Blackwood Command Post Medical Station",
+        "location": "Station 12 Briefing Trailer",
+        "contact_number_frequency": "453.2125 MHz / Ch 1",
+        "paramedic_service": true
+      },
+      {
+        "name": "Hot Zone Emergency Decon Aid Station",
+        "location": "Pipeline Gate 4 Access Point",
+        "contact_number_frequency": "458.2125 MHz / Ch 2",
+        "paramedic_service": true
+      }
+    ],
+    "4_transportation_services": {
+      "ambulance_services": [
+        {
+          "name": "Blackwood County EMS Unit 10",
+          "location": "Station 12 Staging Area",
+          "contact_number_frequency": "(555) 345-6789 / Ch 1",
+          "paramedic_service": true
+        },
+        {
+          "name": "Metro West Medic 5",
+          "location": "Route 104 Checkpoint",
+          "contact_number_frequency": "(555) 345-6790 / Ch 1",
+          "paramedic_service": true
+        }
+      ],
+      "air_ambulance_services": [
+        {
+          "name": "AirEvac Response Helicopter 3",
+          "location": "Blackwood Airport Helipad",
+          "contact_number_frequency": "(555) 888-1234 / VHF 155.400 MHz",
+          "paramedic_service": true
+        }
+      ]
+    },
+    "5_hospitals": [
+      {
+        "hospital_name": "Blackwood Community Hospital",
+        "address_latitude_longitude": "45 River Road, Blackwood, 39.8765 N, 84.1234 W",
+        "contact_number_frequency": "(555) 678-1100 / Med Net 1",
+        "air_ambulance_helipad": true,
+        "burn_center": false,
+        "trauma_center": true
+      },
+      {
+        "hospital_name": "Valley Regional Toxicology & Trauma Center",
+        "address_latitude_longitude": "1200 Health Park Way, Dayton, 39.7500 N, 84.2000 W",
+        "contact_number_frequency": "(555) 678-9900 / Med Net 4",
+        "air_ambulance_helipad": true,
+        "burn_center": true,
+        "trauma_center": true
+      }
+    ],
+    "6_special_medical_emergency_procedures": "In the event of an acute respiratory exposure to Anhydrous Ammonia, responders must immediately evacuate the patient upwind to the Hot Zone Emergency Decon Aid Station at Gate 4. Continuous high-flow oxygen administration and eye/skin water irrigation must commence immediately during technical decon. AirEvac Response Helicopter 3 is available at LZ Bravo near Gate 4 for rapid transfer to Valley Regional Toxicology Center.",
+    "7_prepared_by": {
+      "name": "Dr. Aris Thorne",
+      "position_title": "Medical Unit Leader",
+      "signature": "Aris Thorne",
+      "date_time": "08/13/2026 16:30"
+    },
+    "8_approved_by_safety_officer": {
+      "name": "Safety Officer Mark Davis",
+      "signature": "Mark Davis",
+      "date_time": "08/13/2026 17:15"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics206_3.json b/benchmark/datasets/ground_truth/ics206_3.json
new file mode 100644
index 00000000..37f29f5d
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics206_3.json
@@ -0,0 +1,80 @@
+{
+  "ics_206_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_medical_aid_stations": [
+      {
+        "name": "Berth 42 Decon & Medical Station",
+        "location": "Berth 42 Dockside Command Post",
+        "contact_number_frequency": "156.800 MHz / Ch 16",
+        "paramedic_service": true
+      },
+      {
+        "name": "M/T Stolt Synergy Deck Medical Post",
+        "location": "Vessel Starboard Main Deck",
+        "contact_number_frequency": "467.525 MHz / Ch 3",
+        "paramedic_service": true
+      }
+    ],
+    "4_transportation_services": {
+      "ambulance_services": [
+        {
+          "name": "Houston Fire Department Medic 42",
+          "location": "Port Gate 5 Security Staging",
+          "contact_number_frequency": "(555) 456-7890 / Ch 1",
+          "paramedic_service": true
+        },
+        {
+          "name": "Harris County Emergency Corps Unit 18",
+          "location": "Channelview Staging Area",
+          "contact_number_frequency": "(555) 456-7891 / Ch 1",
+          "paramedic_service": true
+        }
+      ],
+      "air_ambulance_services": [
+        {
+          "name": "Memorial Hermann Life Flight",
+          "location": "Houston Medical Center Helipad",
+          "contact_number_frequency": "(555) 777-9111 / VHF 155.280 MHz",
+          "paramedic_service": true
+        }
+      ]
+    },
+    "5_hospitals": [
+      {
+        "hospital_name": "Houston Methodist Hospital Baytown",
+        "address_latitude_longitude": "4401 Garth Road, Baytown, 29.7355 N, 94.9774 W",
+        "contact_number_frequency": "(555) 890-2200 / Marine Channel 22",
+        "air_ambulance_helipad": true,
+        "burn_center": false,
+        "trauma_center": true
+      },
+      {
+        "hospital_name": "Memorial Hermann Texas Medical Center",
+        "address_latitude_longitude": "6411 Fannin St, Houston, 29.7108 N, 95.3986 W",
+        "contact_number_frequency": "(555) 890-9900 / Marine Channel 24",
+        "air_ambulance_helipad": true,
+        "burn_center": true,
+        "trauma_center": true
+      }
+    ],
+    "6_special_medical_emergency_procedures": "Given high ambient heat and humidity during Level A chemical suit entry, responder entry times are strictly capped at 20 minutes followed by 40 minutes active cooling and hydration. In the event of chemical acid splashes or suit breaches, perform instant water deluge at the Berth 42 Decon Station for a minimum of 15 minutes. Memorial Hermann Life Flight is designated for critical chemical burn transport from Berth 42 Pier Helipad.",
+    "7_prepared_by": {
+      "name": "LT Commander James Miller",
+      "position_title": "Medical Unit Leader",
+      "signature": "James Miller",
+      "date_time": "10/14/2026 06:00"
+    },
+    "8_approved_by_safety_officer": {
+      "name": "Safety Officer Sarah Jenkins",
+      "signature": "Sarah Jenkins",
+      "date_time": "10/14/2026 06:30"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics206_4.json b/benchmark/datasets/ground_truth/ics206_4.json
new file mode 100644
index 00000000..06b4103c
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics206_4.json
@@ -0,0 +1,80 @@
+{
+  "ics_206_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_medical_aid_stations": [
+      {
+        "name": "Staging Area Charlie Medical Station",
+        "location": "Skykomish School Gym Briefing Room",
+        "contact_number_frequency": "461.2250 MHz / Ch 1",
+        "paramedic_service": true
+      },
+      {
+        "name": "Warm Decon Hydration & Medical Aid Station",
+        "location": "State Route 2 Derailment Overlook",
+        "contact_number_frequency": "466.2250 MHz / Ch 2",
+        "paramedic_service": true
+      }
+    ],
+    "4_transportation_services": {
+      "ambulance_services": [
+        {
+          "name": "Cascade Regional EMS Medic 3",
+          "location": "Staging Area Charlie",
+          "contact_number_frequency": "(555) 567-8901 / Ch 1",
+          "paramedic_service": true
+        },
+        {
+          "name": "Skykomish Volunteer Fire Department Ambulance 8",
+          "location": "Skykomish Fire Station",
+          "contact_number_frequency": "(555) 567-8902 / Ch 1",
+          "paramedic_service": false
+        }
+      ],
+      "air_ambulance_services": [
+        {
+          "name": "Airlift Northwest Helicopter 1",
+          "location": "Arlington Regional Helipad",
+          "contact_number_frequency": "(555) 666-5432 / VHF 155.355 MHz",
+          "paramedic_service": true
+        }
+      ]
+    },
+    "5_hospitals": [
+      {
+        "hospital_name": "Everett General Hospital",
+        "address_latitude_longitude": "1330 Colby Ave, Everett, 47.9789 N, 122.2012 W",
+        "contact_number_frequency": "(555) 901-3300 / State EMS Ch 4",
+        "air_ambulance_helipad": true,
+        "burn_center": false,
+        "trauma_center": true
+      },
+      {
+        "hospital_name": "Harborview Medical Center",
+        "address_latitude_longitude": "325 9th Ave, Seattle, 47.6042 N, 122.3242 W",
+        "contact_number_frequency": "(555) 901-9900 / State EMS Ch 8",
+        "air_ambulance_helipad": true,
+        "burn_center": true,
+        "trauma_center": true
+      }
+    ],
+    "6_special_medical_emergency_procedures": "Under freezing night conditions (28°F overnight) and toxic Chlorine threat, heated water decontamination trailers and active warming blankets must be operated continuously at the Warm Decon Station to prevent suit icing and hypothermia. Any exposure to Chlorine vapor requires immediate inhalation treatment with humidified oxygen and urgent transport to Harborview Medical Center. Airlift Northwest Helicopter 1 is positioned at Skykomish High School Football Field LZ.",
+    "7_prepared_by": {
+      "name": "Captain David Miller",
+      "position_title": "Medical Unit Leader",
+      "signature": "David Miller",
+      "date_time": "11/02/2026 16:30"
+    },
+    "8_approved_by_safety_officer": {
+      "name": "Safety Officer Carl Stevens",
+      "signature": "Carl Stevens",
+      "date_time": "11/02/2026 17:15"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics206_5.json b/benchmark/datasets/ground_truth/ics206_5.json
new file mode 100644
index 00000000..94c6c702
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics206_5.json
@@ -0,0 +1,80 @@
+{
+  "ics_206_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_medical_aid_stations": [
+      {
+        "name": "ICP Main Medical Station",
+        "location": "Hesperia Fire Station 30",
+        "contact_number_frequency": "460.1250 MHz / Ch 1",
+        "paramedic_service": true
+      },
+      {
+        "name": "Sawpit Canyon Water Rescue & Medical Aid Station",
+        "location": "Sawpit Canyon Boat Launch",
+        "contact_number_frequency": "465.1250 MHz / Ch 2",
+        "paramedic_service": true
+      }
+    ],
+    "4_transportation_services": {
+      "ambulance_services": [
+        {
+          "name": "San Bernardino County Fire Medic 30",
+          "location": "Hesperia Fire Station 30",
+          "contact_number_frequency": "(555) 678-9012 / Ch 1",
+          "paramedic_service": true
+        },
+        {
+          "name": "Desert Ambulance Unit 14",
+          "location": "Silverwood Lake Main Entrance",
+          "contact_number_frequency": "(555) 678-9013 / Ch 1",
+          "paramedic_service": false
+        }
+      ],
+      "air_ambulance_services": [
+        {
+          "name": "Mercy Air Helicopter 2",
+          "location": "Victorville Regional Airport Helipad",
+          "contact_number_frequency": "(555) 444-8765 / VHF 155.340 MHz",
+          "paramedic_service": true
+        }
+      ]
+    },
+    "5_hospitals": [
+      {
+        "hospital_name": "Desert Valley Hospital",
+        "address_latitude_longitude": "16850 Bear Valley Rd, Victorville, 34.4712 N, 117.2954 W",
+        "contact_number_frequency": "(555) 012-4400 / County Med Net 2",
+        "air_ambulance_helipad": true,
+        "burn_center": false,
+        "trauma_center": true
+      },
+      {
+        "hospital_name": "Loma Linda University Medical Center",
+        "address_latitude_longitude": "11234 Anderson St, Loma Linda, 34.0489 N, 117.2641 W",
+        "contact_number_frequency": "(555) 012-9900 / County Med Net 9",
+        "air_ambulance_helipad": true,
+        "burn_center": true,
+        "trauma_center": true
+      }
+    ],
+    "6_special_medical_emergency_procedures": "Night operations on water present dual risks of hydrocarbon skin absorption/ingestion and water submersion. All personnel operating on skimmer vessels or boom lines must wear USCG-approved PFDs and safety tether lines. In case of accidental water entry or oil ingestion, immediately transport the patient to Sawpit Canyon Water Rescue Medical Aid Station for emergency decon and airway management. Mercy Air Helicopter 2 is on standby at Hesperia Fire Station 30 Helipad.",
+    "7_prepared_by": {
+      "name": "Dr. Lisa Martinez",
+      "position_title": "Medical Unit Leader",
+      "signature": "Lisa Martinez",
+      "date_time": "05/18/2026 16:30"
+    },
+    "8_approved_by_safety_officer": {
+      "name": "Safety Officer Frank Owens",
+      "signature": "Frank Owens",
+      "date_time": "05/18/2026 17:00"
+    },
+    "iap_page_number": "5"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics213_1.json b/benchmark/datasets/ground_truth/ics213_1.json
new file mode 100644
index 00000000..0a0836f1
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics213_1.json
@@ -0,0 +1,29 @@
+{
+  "ics_213_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_to": {
+      "name": "Marcus Vance",
+      "position": "Planning Section Chief"
+    },
+    "3_from": {
+      "name": "Commander Eric Sterling",
+      "position": "Operations Section Chief"
+    },
+    "4_subject": "Request for Additional Vapor Suppression Foam and Boom Resources",
+    "5_date": "07/07/2026",
+    "6_time": "19:15",
+    "7_message": "Due to increased ambient vapor concentrations of Benzene detected downwind along Whispering Pines Creek, Operations urgently requests five additional totes (1,250 gallons) of fluoroprotein vapor suppression foam and 500 feet of sorbent boom to reinforce Checkpoint Bravo before 22:00 hours.",
+    "8_approved_by": {
+      "name": "Chief J. Thomas",
+      "position_title": "Incident Commander",
+      "signature": "Chief J. Thomas"
+    },
+    "9_reply": "Supply Unit has authorized immediate dispatch of five totes of foam and 500 feet of sorbent boom from Regional Logistics Depot. ETA to Staging Area Alpha is 21:00 hours.",
+    "10_replied_by": {
+      "name": "Marcus Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Marcus Vance",
+      "date_time": "07/07/2026 19:45"
+    }
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics213_2.json b/benchmark/datasets/ground_truth/ics213_2.json
new file mode 100644
index 00000000..f8d59ec3
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics213_2.json
@@ -0,0 +1,29 @@
+{
+  "ics_213_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_to": {
+      "name": "Sarah L. Jenkins",
+      "position": "Planning Section Chief"
+    },
+    "3_from": {
+      "name": "Division Supervisor Alan Cole",
+      "position": "Division A Supervisor"
+    },
+    "4_subject": "Downstream Municipal Water Intake Precautionary Shutoff Notice",
+    "5_date": "08/13/2026",
+    "6_time": "19:30",
+    "7_message": "Field water monitoring team at Boom Site 2 reports low-level dissolved ammonia readings reaching 0.05 ppm near Blackwood River mile 14. Recommend immediately notifying Blackwood Water Authority to initiate precautionary intake gate closure.",
+    "8_approved_by": {
+      "name": "Chief R. Henderson",
+      "position_title": "Incident Commander",
+      "signature": "Chief R. Henderson"
+    },
+    "9_reply": "Liaison Officer contacted Blackwood Water Authority at 19:50 hours. Water intake gates closed at 20:00 hours. Alternate reservoir supply activated.",
+    "10_replied_by": {
+      "name": "Sarah L. Jenkins",
+      "position_title": "Planning Section Chief",
+      "signature": "Sarah L. Jenkins",
+      "date_time": "08/13/2026 20:10"
+    }
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics213_3.json b/benchmark/datasets/ground_truth/ics213_3.json
new file mode 100644
index 00000000..27df43b8
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics213_3.json
@@ -0,0 +1,29 @@
+{
+  "ics_213_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_to": {
+      "name": "Commander Richard Croft",
+      "position": "Planning Section Chief"
+    },
+    "3_from": {
+      "name": "Hazmat Group Supervisor Mark Ross",
+      "position": "Hazmat Group Supervisor"
+    },
+    "4_subject": "Authorization for Sodium Bicarbonate Neutralization Slurry Application",
+    "5_date": "10/14/2026",
+    "6_time": "08:45",
+    "7_message": "Hazmat entry team has contained deck pooling at Berth 42. Request formal authorization from UC to apply 10 tons of dry sodium bicarbonate slurry to deck pooling to neutralize concentrated sulfuric acid prior to washdown.",
+    "8_approved_by": {
+      "name": "Captain H. Vance",
+      "position_title": "Incident Commander",
+      "signature": "Captain H. Vance"
+    },
+    "9_reply": "Unified Command approves application of 10 tons sodium bicarbonate slurry. Technical Specialists from TCEQ are monitoring runoff pH at Berth 42 outfall.",
+    "10_replied_by": {
+      "name": "Commander Richard Croft",
+      "position_title": "Planning Section Chief",
+      "signature": "Richard Croft",
+      "date_time": "10/14/2026 09:15"
+    }
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics213_4.json b/benchmark/datasets/ground_truth/ics213_4.json
new file mode 100644
index 00000000..829659e5
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics213_4.json
@@ -0,0 +1,29 @@
+{
+  "ics_213_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_to": {
+      "name": "Lt. Colonel Alan Vance",
+      "position": "Planning Section Chief"
+    },
+    "3_from": {
+      "name": "Rail Tactical Specialist George Miller",
+      "position": "Technical Specialist"
+    },
+    "4_subject": "Urgent Transport Request for Emergency B-Kit Capping Assembly",
+    "5_date": "11/02/2026",
+    "6_time": "19:00",
+    "7_message": "Capping team at car BNSF-77402 requires specialized torque wrench set and secondary seal gaskets for Emergency B-Kit capping assembly. Request immediate dispatch from Staging Area Charlie via all-terrain vehicle.",
+    "8_approved_by": {
+      "name": "Captain E. Miller",
+      "position_title": "Incident Commander",
+      "signature": "Captain E. Miller"
+    },
+    "9_reply": "Ground Support Unit dispatched ATV-02 with requested torque wrench set and B-Kit gaskets at 19:20 hours. ETA to railcar site is 19:45 hours.",
+    "10_replied_by": {
+      "name": "Lt. Colonel Alan Vance",
+      "position_title": "Planning Section Chief",
+      "signature": "Alan Vance",
+      "date_time": "11/02/2026 19:30"
+    }
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics213_5.json b/benchmark/datasets/ground_truth/ics213_5.json
new file mode 100644
index 00000000..fe5be9a3
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics213_5.json
@@ -0,0 +1,29 @@
+{
+  "ics_213_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_to": {
+      "name": "Rachel Brooks",
+      "position": "Planning Section Chief"
+    },
+    "3_from": {
+      "name": "Skimmer Operations Leader Frank Gomez",
+      "position": "Operations Group Supervisor"
+    },
+    "4_subject": "Skimmer Vessel Relocation and Sorbent Boom Realignment",
+    "5_date": "05/18/2026",
+    "6_time": "20:00",
+    "7_message": "Due to shifts in surface currents toward Sawpit Canyon inlet, requesting authorization to reposition Skimmer Vessel RV-LC-01 to South Arm and deploy an additional 500 feet of hard containment boom by 22:00 hours.",
+    "8_approved_by": {
+      "name": "Chief M. Thorne",
+      "position_title": "Incident Commander",
+      "signature": "Chief M. Thorne"
+    },
+    "9_reply": "Operations Chief approves relocation of RV-LC-01 and deployment of 500 feet hard boom. Work Boat 3 assigned to assist boom rigging.",
+    "10_replied_by": {
+      "name": "Rachel Brooks",
+      "position_title": "Planning Section Chief",
+      "signature": "Rachel Brooks",
+      "date_time": "05/18/2026 20:30"
+    }
+  }
+}
diff --git a/benchmark/datasets/narratives/ics206_1.txt b/benchmark/datasets/narratives/ics206_1.txt
new file mode 100644
index 00000000..7973f942
--- /dev/null
+++ b/benchmark/datasets/narratives/ics206_1.txt
@@ -0,0 +1,9 @@
+This Medical Plan applies to the Whispering Pines Derailment operational period starting 07/07/2026 at 18:00 and concluding 07/08/2026 at 06:00. Medical care and responder health monitoring are established across two primary medical aid stations. The Staging Area Alpha First Aid Station is located at Whispering Pines Creek Staging Area, maintaining contact via 462.5500 MHz / Ch 1, staffed with full paramedic service. The Forward Decon Medical Post is stationed at Derailment Site Perimeter West, communicating via 467.7750 MHz / Ch 2, also providing full paramedic service.
+
+Ground ambulance transportation services are provided by County Emergency Medical Services Unit 41, located at Whispering Pines Staging Area, reachable at (555) 234-8901 / Ch 1 with paramedic service available. Additionally, Pine Valley Volunteer Fire & Rescue Ambulance 12 is stationed at Station 12 Base, reachable at (555) 234-8902 / Ch 1, providing basic transport without paramedic service. Air ambulance transportation is supported by LifeFlight Air Medical Helicopter, stationed at Regional Trauma Center Helipad, reachable at (555) 999-4321 / VHF 155.340 MHz, with full paramedic service on board.
+
+Two regional hospital facilities are designated for medical receiving. Whispering Pines Regional Medical Center, located at 100 Medical Center Drive, Whispering Pines, 42.1234 N, 73.5678 W, can be contacted at (555) 789-0100 / Med Channel 3; this facility features an air ambulance helipad, is not a burn center, but is a certified trauma center. State University Burn & Trauma Center, located at 500 University Ave, Capital City, 42.3500 N, 73.8000 W, can be contacted at (555) 789-0900 / Med Channel 5; this facility features an air ambulance helipad, is a designated burn center, and is a certified trauma center.
+
+Special medical emergency procedures dictate that in the event of a medical emergency or chemical exposure during night operations, responders must immediately notify the Incident Commander and Medical Unit Leader over Command Channel 1. All entry personnel exposed to Benzene must undergo full gross and technical decontamination at the Forward Decon Medical Post before transport. For critical life safety, LifeFlight Air Medical is on standby for immediate evacuation from Landing Zone Alpha located adjacent to Staging Area Alpha.
+
+This document was prepared by Dr. Evelyn Reed, Medical Unit Leader, signed Evelyn Reed on 07/07/2026 16:30, and approved by Safety Officer Captain Thomas Wright, signed Thomas Wright on 07/07/2026 17:00. This form is assigned IAP Page Number 5.
diff --git a/benchmark/datasets/narratives/ics206_2.txt b/benchmark/datasets/narratives/ics206_2.txt
new file mode 100644
index 00000000..c26d63f2
--- /dev/null
+++ b/benchmark/datasets/narratives/ics206_2.txt
@@ -0,0 +1,9 @@
+This Medical Plan governs the Blackwood Chemical Pipeline Breach operational period starting 08/13/2026 at 18:00 and ending 08/14/2026 at 06:00. Emergency health oversight and responder medical monitoring are supported by two designated medical aid stations. The Blackwood Command Post Medical Station is located inside Station 12 Briefing Trailer, communicating over 453.2125 MHz / Ch 1, fully equipped with paramedic service. The Hot Zone Emergency Decon Aid Station is located at Pipeline Gate 4 Access Point, communicating over 458.2125 MHz / Ch 2, also providing paramedic service.
+
+Ground ambulance transportation services are operated by Blackwood County EMS Unit 10, stationed at Station 12 Staging Area, accessible via (555) 345-6789 / Ch 1 with paramedic service. Metro West Medic 5 is located at Route 104 Checkpoint, accessible via (555) 345-6790 / Ch 1, providing paramedic service. Air ambulance support is provided by AirEvac Response Helicopter 3, located at Blackwood Airport Helipad, reachable at (555) 888-1234 / VHF 155.400 MHz, staffed with paramedic service.
+
+Medical receiving facilities include two regional medical centers. Blackwood Community Hospital, located at 45 River Road, Blackwood, 39.8765 N, 84.1234 W, can be reached at (555) 678-1100 / Med Net 1; it features an air ambulance helipad, is not a burn center, but operates as a certified trauma center. Valley Regional Toxicology & Trauma Center, located at 1200 Health Park Way, Dayton, 39.7500 N, 84.2000 W, can be reached at (555) 678-9900 / Med Net 4; it features an air ambulance helipad, operates a specialized burn center, and is a certified trauma center.
+
+Special medical emergency procedures mandate that in the event of an acute respiratory exposure to Anhydrous Ammonia, responders must immediately evacuate the patient upwind to the Hot Zone Emergency Decon Aid Station at Gate 4. Continuous high-flow oxygen administration and eye/skin water irrigation must commence immediately during technical decon. AirEvac Response Helicopter 3 is available at LZ Bravo near Gate 4 for rapid transfer to Valley Regional Toxicology Center.
+
+Prepared by Dr. Aris Thorne, Medical Unit Leader, signed Aris Thorne on 08/13/2026 16:30, and approved by Safety Officer Mark Davis, signed Mark Davis on 08/13/2026 17:15. Form assigned IAP Page Number 5.
diff --git a/benchmark/datasets/narratives/ics206_3.txt b/benchmark/datasets/narratives/ics206_3.txt
new file mode 100644
index 00000000..d94908d3
--- /dev/null
+++ b/benchmark/datasets/narratives/ics206_3.txt
@@ -0,0 +1,9 @@
+This Medical Plan governs the Port of Houston Sulfuric Acid Tanker Leak operational period starting 10/14/2026 at 07:00 and concluding 10/15/2026 at 19:00. On-site responder health evaluation and emergency care are administered by two primary medical aid stations. The Berth 42 Decon & Medical Station is located at Berth 42 Dockside Command Post, communicating over 156.800 MHz / Ch 16, offering full paramedic service. The M/T Stolt Synergy Deck Medical Post is located at Vessel Starboard Main Deck, communicating over 467.525 MHz / Ch 3, also staffed with paramedic service.
+
+Ground ambulance transportation services are provided by Houston Fire Department Medic 42, stationed at Port Gate 5 Security Staging, reachable at (555) 456-7890 / Ch 1 with paramedic service. Harris County Emergency Corps Unit 18 is located at Channelview Staging Area, reachable at (555) 456-7891 / Ch 1, providing paramedic service. Air ambulance transport is supported by Memorial Hermann Life Flight, located at Houston Medical Center Helipad, accessible at (555) 777-9111 / VHF 155.280 MHz, offering advanced paramedic service.
+
+Two specialized medical receiving facilities are designated for transport. Houston Methodist Hospital Baytown, located at 4401 Garth Road, Baytown, 29.7355 N, 94.9774 W, can be contacted at (555) 890-2200 / Marine Channel 22; this facility has an air ambulance helipad, is not a burn center, but is a certified trauma center. Memorial Hermann Texas Medical Center, located at 6411 Fannin St, Houston, 29.7108 N, 95.3986 W, can be contacted at (555) 890-9900 / Marine Channel 24; this facility features an air ambulance helipad, operates a specialized burn center, and is a certified trauma center.
+
+Special medical emergency procedures dictate that given high ambient heat and humidity during Level A chemical suit entry, responder entry times are strictly capped at 20 minutes followed by 40 minutes active cooling and hydration. In the event of chemical acid splashes or suit breaches, perform instant water deluge at the Berth 42 Decon Station for a minimum of 15 minutes. Memorial Hermann Life Flight is designated for critical chemical burn transport from Berth 42 Pier Helipad.
+
+Prepared by LT Commander James Miller, Medical Unit Leader, signed James Miller on 10/14/2026 06:00, and approved by Safety Officer Sarah Jenkins, signed Sarah Jenkins on 10/14/2026 06:30. Assigned IAP Page Number 5.
diff --git a/benchmark/datasets/narratives/ics206_4.txt b/benchmark/datasets/narratives/ics206_4.txt
new file mode 100644
index 00000000..81da8106
--- /dev/null
+++ b/benchmark/datasets/narratives/ics206_4.txt
@@ -0,0 +1,9 @@
+This Medical Plan applies to the Cascade Pass Chlorine Railcar Derailment operational period starting 11/02/2026 at 18:00 and concluding 11/03/2026 at 06:00. On-scene emergency medical support and responder health protection are maintained by two medical aid stations. The Staging Area Charlie Medical Station is located at Skykomish School Gym Briefing Room, communicating on 461.2250 MHz / Ch 1, providing full paramedic service. The Warm Decon Hydration & Medical Aid Station is located at State Route 2 Derailment Overlook, communicating on 466.2250 MHz / Ch 2, also providing paramedic service.
+
+Ground ambulance transportation is supplied by Cascade Regional EMS Medic 3, located at Staging Area Charlie, reachable via (555) 567-8901 / Ch 1 with paramedic service. Skykomish Volunteer Fire Department Ambulance 8 is located at Skykomish Fire Station, reachable via (555) 567-8902 / Ch 1, providing transport without paramedic service. Air ambulance transport is assigned to Airlift Northwest Helicopter 1, stationed at Arlington Regional Helipad, reachable at (555) 666-5432 / VHF 155.355 MHz, equipped with paramedic service.
+
+Medical care facilities receiving incident transport include two regional centers. Everett General Hospital, located at 1330 Colby Ave, Everett, 47.9789 N, 122.2012 W, can be contacted at (555) 901-3300 / State EMS Ch 4; this hospital has an air ambulance helipad, is not a burn center, but is a certified trauma center. Harborview Medical Center, located at 325 9th Ave, Seattle, 47.6042 N, 122.3242 W, can be contacted at (555) 901-9900 / State EMS Ch 8; this hospital features an air ambulance helipad, operates a specialized burn center, and is a certified trauma center.
+
+Special medical emergency procedures mandate that under freezing night conditions (28°F overnight) and toxic Chlorine threat, heated water decontamination trailers and active warming blankets must be operated continuously at the Warm Decon Station to prevent suit icing and hypothermia. Any exposure to Chlorine vapor requires immediate inhalation treatment with humidified oxygen and urgent transport to Harborview Medical Center. Airlift Northwest Helicopter 1 is positioned at Skykomish High School Football Field LZ.
+
+Prepared by Captain David Miller, Medical Unit Leader, signed David Miller on 11/02/2026 16:30, and approved by Safety Officer Carl Stevens, signed Carl Stevens on 11/02/2026 17:15. Form assigned IAP Page Number 5.
diff --git a/benchmark/datasets/narratives/ics206_5.txt b/benchmark/datasets/narratives/ics206_5.txt
new file mode 100644
index 00000000..07e14fca
--- /dev/null
+++ b/benchmark/datasets/narratives/ics206_5.txt
@@ -0,0 +1,9 @@
+This Medical Plan governs the Silverwood Reservoir Crude Oil Pipeline Rupture operational period starting 05/18/2026 at 18:00 and concluding 05/19/2026 at 06:00. On-scene emergency medical support and responder health protection are maintained by two medical aid stations. The ICP Main Medical Station is located at Hesperia Fire Station 30, communicating on 460.1250 MHz / Ch 1, providing full paramedic service. The Sawpit Canyon Water Rescue & Medical Aid Station is located at Sawpit Canyon Boat Launch, communicating on 465.1250 MHz / Ch 2, also providing paramedic service.
+
+Ground ambulance transportation is supplied by San Bernardino County Fire Medic 30, located at Hesperia Fire Station 30, reachable via (555) 678-9012 / Ch 1 with paramedic service. Desert Ambulance Unit 14 is located at Silverwood Lake Main Entrance, reachable via (555) 678-9013 / Ch 1, providing transport without paramedic service. Air ambulance transport is assigned to Mercy Air Helicopter 2, stationed at Victorville Regional Airport Helipad, reachable at (555) 444-8765 / VHF 155.340 MHz, equipped with paramedic service.
+
+Medical care facilities receiving incident transport include two regional centers. Desert Valley Hospital, located at 16850 Bear Valley Rd, Victorville, 34.4712 N, 117.2954 W, can be contacted at (555) 012-4400 / County Med Net 2; this hospital has an air ambulance helipad, is not a burn center, but is a certified trauma center. Loma Linda University Medical Center, located at 11234 Anderson St, Loma Linda, 34.0489 N, 117.2641 W, can be contacted at (555) 012-9900 / County Med Net 9; this hospital features an air ambulance helipad, operates a specialized burn center, and is a certified trauma center.
+
+Special medical emergency procedures mandate that night operations on water present dual risks of hydrocarbon skin absorption/ingestion and water submersion. All personnel operating on skimmer vessels or boom lines must wear USCG-approved PFDs and safety tether lines. In case of accidental water entry or oil ingestion, immediately transport the patient to Sawpit Canyon Water Rescue Medical Aid Station for emergency decon and airway management. Mercy Air Helicopter 2 is on standby at Hesperia Fire Station 30 Helipad.
+
+Prepared by Dr. Lisa Martinez, Medical Unit Leader, signed Lisa Martinez on 05/18/2026 16:30, and approved by Safety Officer Frank Owens, signed Frank Owens on 05/18/2026 17:00. Form assigned IAP Page Number 5.
diff --git a/benchmark/datasets/narratives/ics213_1.txt b/benchmark/datasets/narratives/ics213_1.txt
new file mode 100644
index 00000000..ecf8a133
--- /dev/null
+++ b/benchmark/datasets/narratives/ics213_1.txt
@@ -0,0 +1,5 @@
+This General Message form applies to the Whispering Pines Derailment incident. The message is addressed to Marcus Vance, Planning Section Chief, sent from Commander Eric Sterling, Operations Section Chief, regarding the subject Request for Additional Vapor Suppression Foam and Boom Resources. The message was recorded on date 07/07/2026 at time 19:15.
+
+The message reads as follows: Due to increased ambient vapor concentrations of Benzene detected downwind along Whispering Pines Creek, Operations urgently requests five additional totes (1,250 gallons) of fluoroprotein vapor suppression foam and 500 feet of sorbent boom to reinforce Checkpoint Bravo before 22:00 hours. The message was approved by Chief J. Thomas, Incident Commander, signed Chief J. Thomas.
+
+The formal reply states: Supply Unit has authorized immediate dispatch of five totes of foam and 500 feet of sorbent boom from Regional Logistics Depot. ETA to Staging Area Alpha is 21:00 hours. The reply was submitted by Marcus Vance, Planning Section Chief, signed Marcus Vance on date and time 07/07/2026 19:45.
diff --git a/benchmark/datasets/narratives/ics213_2.txt b/benchmark/datasets/narratives/ics213_2.txt
new file mode 100644
index 00000000..c2041b44
--- /dev/null
+++ b/benchmark/datasets/narratives/ics213_2.txt
@@ -0,0 +1,5 @@
+This General Message document is prepared for the Blackwood Chemical Pipeline Breach incident. The message is directed to Sarah L. Jenkins, Planning Section Chief, from Division Supervisor Alan Cole, Division A Supervisor, regarding the subject Downstream Municipal Water Intake Precautionary Shutoff Notice. The message was transmitted on date 08/13/2026 at time 19:30.
+
+The message content specifies: Field water monitoring team at Boom Site 2 reports low-level dissolved ammonia readings reaching 0.05 ppm near Blackwood River mile 14. Recommend immediately notifying Blackwood Water Authority to initiate precautionary intake gate closure. Approval was granted by Chief R. Henderson, Incident Commander, signed Chief R. Henderson.
+
+The message reply states: Liaison Officer contacted Blackwood Water Authority at 19:50 hours. Water intake gates closed at 20:00 hours. Alternate reservoir supply activated. The reply was signed and completed by Sarah L. Jenkins, Planning Section Chief, signed Sarah L. Jenkins on date and time 08/13/2026 20:10.
diff --git a/benchmark/datasets/narratives/ics213_3.txt b/benchmark/datasets/narratives/ics213_3.txt
new file mode 100644
index 00000000..d3d788aa
--- /dev/null
+++ b/benchmark/datasets/narratives/ics213_3.txt
@@ -0,0 +1,5 @@
+This General Message covers the Port of Houston Sulfuric Acid Tanker Leak response. The message is sent to Commander Richard Croft, Planning Section Chief, from Hazmat Group Supervisor Mark Ross, Hazmat Group Supervisor, regarding subject Authorization for Sodium Bicarbonate Neutralization Slurry Application. Sent on date 10/14/2026 at time 08:45.
+
+The message details: Hazmat entry team has contained deck pooling at Berth 42. Request formal authorization from UC to apply 10 tons of dry sodium bicarbonate slurry to deck pooling to neutralize concentrated sulfuric acid prior to washdown. Approved by Captain H. Vance, Incident Commander, signed Captain H. Vance.
+
+The message reply states: Unified Command approves application of 10 tons sodium bicarbonate slurry. Technical Specialists from TCEQ are monitoring runoff pH at Berth 42 outfall. The response was authorized by Commander Richard Croft, Planning Section Chief, signed Richard Croft on date and time 10/14/2026 09:15.
diff --git a/benchmark/datasets/narratives/ics213_4.txt b/benchmark/datasets/narratives/ics213_4.txt
new file mode 100644
index 00000000..f2d3237d
--- /dev/null
+++ b/benchmark/datasets/narratives/ics213_4.txt
@@ -0,0 +1,5 @@
+This General Message is filed for the Cascade Pass Chlorine Railcar Derailment incident. Addressed to Lt. Colonel Alan Vance, Planning Section Chief, sent from Rail Tactical Specialist George Miller, Technical Specialist, regarding the subject Urgent Transport Request for Emergency B-Kit Capping Assembly. Sent on date 11/02/2026 at time 19:00.
+
+The message states: Capping team at car BNSF-77402 requires specialized torque wrench set and secondary seal gaskets for Emergency B-Kit capping assembly. Request immediate dispatch from Staging Area Charlie via all-terrain vehicle. Approved by Captain E. Miller, Incident Commander, signed Captain E. Miller.
+
+The reply text reads: Ground Support Unit dispatched ATV-02 with requested torque wrench set and B-Kit gaskets at 19:20 hours. ETA to railcar site is 19:45 hours. Signed by Lt. Colonel Alan Vance, Planning Section Chief, signed Alan Vance on date and time 11/02/2026 19:30.
diff --git a/benchmark/datasets/narratives/ics213_5.txt b/benchmark/datasets/narratives/ics213_5.txt
new file mode 100644
index 00000000..34c0713a
--- /dev/null
+++ b/benchmark/datasets/narratives/ics213_5.txt
@@ -0,0 +1,5 @@
+This General Message document concerns the Silverwood Reservoir Crude Oil Pipeline Rupture incident. The message is sent to Rachel Brooks, Planning Section Chief, from Skimmer Operations Leader Frank Gomez, Operations Group Supervisor, regarding the subject Skimmer Vessel Relocation and Sorbent Boom Realignment. Prepared on date 05/18/2026 at time 20:00.
+
+The message content reads: Due to shifts in surface currents toward Sawpit Canyon inlet, requesting authorization to reposition Skimmer Vessel RV-LC-01 to South Arm and deploy an additional 500 feet of hard containment boom by 22:00 hours. The message was approved by Chief M. Thorne, Incident Commander, signed Chief M. Thorne.
+
+The message reply states: Operations Chief approves relocation of RV-LC-01 and deployment of 500 feet hard boom. Work Boat 3 assigned to assist boom rigging. The reply was executed by Rachel Brooks, Planning Section Chief, signed Rachel Brooks on date and time 05/18/2026 20:30.
diff --git a/benchmark/datasets/templates/ics_206.json b/benchmark/datasets/templates/ics_206.json
new file mode 100644
index 00000000..140242bd
--- /dev/null
+++ b/benchmark/datasets/templates/ics_206.json
@@ -0,0 +1,58 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_medical_aid_stations": [
+    {
+      "name": "string",
+      "location": "string",
+      "contact_number_frequency": "string",
+      "paramedic_service": "boolean"
+    }
+  ],
+  "4_transportation_services": {
+    "ambulance_services": [
+      {
+        "name": "string",
+        "location": "string",
+        "contact_number_frequency": "string",
+        "paramedic_service": "boolean"
+      }
+    ],
+    "air_ambulance_services": [
+      {
+        "name": "string",
+        "location": "string",
+        "contact_number_frequency": "string",
+        "paramedic_service": "boolean"
+      }
+    ]
+  },
+  "5_hospitals": [
+    {
+      "hospital_name": "string",
+      "address_latitude_longitude": "string",
+      "contact_number_frequency": "string",
+      "air_ambulance_helipad": "boolean",
+      "burn_center": "boolean",
+      "trauma_center": "boolean"
+    }
+  ],
+  "6_special_medical_emergency_procedures": "string",
+  "7_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "8_approved_by_safety_officer": {
+    "name": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}
diff --git a/benchmark/datasets/templates/ics_213.json b/benchmark/datasets/templates/ics_213.json
new file mode 100644
index 00000000..749a77d1
--- /dev/null
+++ b/benchmark/datasets/templates/ics_213.json
@@ -0,0 +1,27 @@
+{
+  "1_incident_name": "string",
+  "2_to": {
+    "name": "string",
+    "position": "string"
+  },
+  "3_from": {
+    "name": "string",
+    "position": "string"
+  },
+  "4_subject": "string",
+  "5_date": "string",
+  "6_time": "string",
+  "7_message": "string",
+  "8_approved_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string"
+  },
+  "9_reply": "string",
+  "10_replied_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  }
+}

From 559030d23e80bddf0085c52135e2cf0fd7b6f168 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 17:15:22 +0200
Subject: [PATCH 79/85] ics207 & ics 208

---
 benchmark/datasets/ground_truth/ics207_1.json | 81 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics207_2.json | 81 ++++++++++++++++++
 benchmark/datasets/ground_truth/ics207_3.json | 82 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics207_4.json | 82 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics207_5.json | 82 +++++++++++++++++++
 benchmark/datasets/ground_truth/ics208_1.json | 21 +++++
 benchmark/datasets/ground_truth/ics208_2.json | 21 +++++
 benchmark/datasets/ground_truth/ics208_3.json | 21 +++++
 benchmark/datasets/ground_truth/ics208_4.json | 21 +++++
 benchmark/datasets/ground_truth/ics208_5.json | 21 +++++
 benchmark/datasets/narratives/ics207_1.txt    | 11 +++
 benchmark/datasets/narratives/ics207_2.txt    | 11 +++
 benchmark/datasets/narratives/ics207_3.txt    | 11 +++
 benchmark/datasets/narratives/ics207_4.txt    | 11 +++
 benchmark/datasets/narratives/ics207_5.txt    | 11 +++
 benchmark/datasets/narratives/ics208_1.txt    |  7 ++
 benchmark/datasets/narratives/ics208_2.txt    |  7 ++
 benchmark/datasets/narratives/ics208_3.txt    |  7 ++
 benchmark/datasets/narratives/ics208_4.txt    |  7 ++
 benchmark/datasets/narratives/ics208_5.txt    |  7 ++
 benchmark/datasets/templates/ics_207.json     | 63 ++++++++++++++
 benchmark/datasets/templates/ics_208.json     | 19 +++++
 22 files changed, 685 insertions(+)
 create mode 100644 benchmark/datasets/ground_truth/ics207_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics207_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics207_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics207_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics207_5.json
 create mode 100644 benchmark/datasets/ground_truth/ics208_1.json
 create mode 100644 benchmark/datasets/ground_truth/ics208_2.json
 create mode 100644 benchmark/datasets/ground_truth/ics208_3.json
 create mode 100644 benchmark/datasets/ground_truth/ics208_4.json
 create mode 100644 benchmark/datasets/ground_truth/ics208_5.json
 create mode 100644 benchmark/datasets/narratives/ics207_1.txt
 create mode 100644 benchmark/datasets/narratives/ics207_2.txt
 create mode 100644 benchmark/datasets/narratives/ics207_3.txt
 create mode 100644 benchmark/datasets/narratives/ics207_4.txt
 create mode 100644 benchmark/datasets/narratives/ics207_5.txt
 create mode 100644 benchmark/datasets/narratives/ics208_1.txt
 create mode 100644 benchmark/datasets/narratives/ics208_2.txt
 create mode 100644 benchmark/datasets/narratives/ics208_3.txt
 create mode 100644 benchmark/datasets/narratives/ics208_4.txt
 create mode 100644 benchmark/datasets/narratives/ics208_5.txt
 create mode 100644 benchmark/datasets/templates/ics_207.json
 create mode 100644 benchmark/datasets/templates/ics_208.json

diff --git a/benchmark/datasets/ground_truth/ics207_1.json b/benchmark/datasets/ground_truth/ics207_1.json
new file mode 100644
index 00000000..2fbba43b
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics207_1.json
@@ -0,0 +1,81 @@
+{
+  "ics_207_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_organization_chart": {
+      "incident_commanders": [
+        "Chief J. Thomas (County Fire)",
+        "S. Albright (State DEQ)",
+        "D. Miller (CSX Railroad RP)"
+      ],
+      "command_staff": {
+        "safety_officer": "Captain R. Mendez",
+        "public_information_officer": "A. Cho (County OEM)",
+        "liaison_officer": "Inspector G. Sims (SO)"
+      },
+      "operations_section": {
+        "chief": "B. Reynolds",
+        "staging_area_manager": "Staging Area Alpha Manager",
+        "branches_divisions_groups": [
+          {
+            "title": "Hazardous Materials Branch Director",
+            "name": "Lt. T. Kincaid"
+          },
+          {
+            "title": "Hazmat Entry Group Supervisor",
+            "name": "Capt. P. Gomez"
+          },
+          {
+            "title": "Decontamination Group Supervisor",
+            "name": "Lt. S. Baker"
+          },
+          {
+            "title": "Fire Suppression Branch Director",
+            "name": "Batt. Chief E. Walters"
+          }
+        ]
+      },
+      "planning_section": {
+        "chief": "Marcus Vance",
+        "resources_unit_ldr": "T. Jenkins",
+        "situation_unit_ldr": "E. Brooks",
+        "documentation_unit_ldr": "H. Martinez",
+        "demobilization_unit_ldr": "R. Sterling"
+      },
+      "logistics_section": {
+        "chief": "K. Dunavan",
+        "support_branch": {
+          "director": "J. Myers",
+          "supply_unit_ldr": "S. Taylor",
+          "facilities_unit_ldr": "C. Adams",
+          "ground_spt_unit_ldr": "M. Evans"
+        },
+        "service_branch": {
+          "director": "B. Foster",
+          "comms_unit_ldr": "R. Lee",
+          "medical_unit_ldr": "Dr. N. Howard",
+          "food_unit_ldr": "L. King"
+        }
+      },
+      "finance_administration_section": {
+        "chief": "Robert Sterling",
+        "time_unit_ldr": "C. White",
+        "procurement_unit_ldr": "G. Scott",
+        "comp_claims_unit_ldr": "E. Green",
+        "cost_unit_ldr": "W. Harris"
+      }
+    },
+    "4_prepared_by": {
+      "name": "T. Jenkins",
+      "position_title": "Resources Unit Leader",
+      "signature": "T. Jenkins",
+      "date_time": "07/07/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics207_2.json b/benchmark/datasets/ground_truth/ics207_2.json
new file mode 100644
index 00000000..3542b22b
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics207_2.json
@@ -0,0 +1,81 @@
+{
+  "ics_207_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_organization_chart": {
+      "incident_commanders": [
+        "Chief R. Vance (Blackwood Fire Dept)",
+        "Officer M. Ross (State EPA)",
+        "J. Vance (Blackwood Pipeline Co. RP)"
+      ],
+      "command_staff": {
+        "safety_officer": "Captain L. Hayes",
+        "public_information_officer": "E. Wright",
+        "liaison_officer": "Deputy K. Miller"
+      },
+      "operations_section": {
+        "chief": "D. Kowalski",
+        "staging_area_manager": "Staging Area Bravo Manager",
+        "branches_divisions_groups": [
+          {
+            "title": "Pipeline Isolation Branch Director",
+            "name": "Capt. Donald Kross"
+          },
+          {
+            "title": "Hot Zone Entry Group Supervisor",
+            "name": "Lt. R. Mendez"
+          },
+          {
+            "title": "Vapor Suppression Group Supervisor",
+            "name": "Capt. A. Ross"
+          },
+          {
+            "title": "River Spill Containment Branch Director",
+            "name": "Commander Thomas Blake"
+          }
+        ]
+      },
+      "planning_section": {
+        "chief": "Sarah L. Jenkins",
+        "resources_unit_ldr": "A. Patel",
+        "situation_unit_ldr": "C. Webb",
+        "documentation_unit_ldr": "Dr. H. Thorne",
+        "demobilization_unit_ldr": "M. Brody"
+      },
+      "logistics_section": {
+        "chief": "T. Bradley",
+        "support_branch": {
+          "director": "G. Kross",
+          "supply_unit_ldr": "H. Lin",
+          "facilities_unit_ldr": "R. Sterling",
+          "ground_spt_unit_ldr": "D. Miller"
+        },
+        "service_branch": {
+          "director": "S. Norris",
+          "comms_unit_ldr": "K. Albright",
+          "medical_unit_ldr": "Dr. T. Vance",
+          "food_unit_ldr": "A. Cho"
+        }
+      },
+      "finance_administration_section": {
+        "chief": "A. Patel",
+        "time_unit_ldr": "J. Mercer",
+        "procurement_unit_ldr": "Laura Martinez",
+        "comp_claims_unit_ldr": "Inspector R. Sterling",
+        "cost_unit_ldr": "Sandra Keller"
+      }
+    },
+    "4_prepared_by": {
+      "name": "A. Patel",
+      "position_title": "Resources Unit Leader",
+      "signature": "A. Patel",
+      "date_time": "08/13/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics207_3.json b/benchmark/datasets/ground_truth/ics207_3.json
new file mode 100644
index 00000000..8f6442da
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics207_3.json
@@ -0,0 +1,82 @@
+{
+  "ics_207_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_organization_chart": {
+      "incident_commanders": [
+        "Captain H. Vance (USCG Unified Command IC)",
+        "OSC M. Reynolds (EPA Co-IC)",
+        "Chief D. Garcia (Port Authority Fire IC)",
+        "K. Lindqvist (Stolt Tankers RP IC)"
+      ],
+      "command_staff": {
+        "safety_officer": "Commander Thomas Blake",
+        "public_information_officer": "Laura Martinez (Port Authority)",
+        "liaison_officer": "Inspector R. Sterling (TCEQ)"
+      },
+      "operations_section": {
+        "chief": "Battalion Chief A. Ross",
+        "staging_area_manager": "Staging Area Bravo Manager",
+        "branches_divisions_groups": [
+          {
+            "title": "Vessel Salvage & Entry Branch Director",
+            "name": "Lt. J. Thorne"
+          },
+          {
+            "title": "Deck Neutralization Group Supervisor",
+            "name": "Lt. S. Baker"
+          },
+          {
+            "title": "Manifold Isolation Team Supervisor",
+            "name": "Capt. D. Ross"
+          },
+          {
+            "title": "Ship Channel Protection Branch Director",
+            "name": "Capt. Donald Kross"
+          }
+        ]
+      },
+      "planning_section": {
+        "chief": "Commander Richard Croft",
+        "resources_unit_ldr": "Dr. V. Patel",
+        "situation_unit_ldr": "Sandra Keller",
+        "documentation_unit_ldr": "Wayne Miller",
+        "demobilization_unit_ldr": "Battalion Chief A. Ross"
+      },
+      "logistics_section": {
+        "chief": "Sandra Keller",
+        "support_branch": {
+          "director": "Capt. H. Nelson",
+          "supply_unit_ldr": "C. White",
+          "facilities_unit_ldr": "G. Scott",
+          "ground_spt_unit_ldr": "E. Green"
+        },
+        "service_branch": {
+          "director": "W. Harris",
+          "comms_unit_ldr": "J. Myers",
+          "medical_unit_ldr": "Dr. A. Chen",
+          "food_unit_ldr": "S. Taylor"
+        }
+      },
+      "finance_administration_section": {
+        "chief": "Wayne Miller",
+        "time_unit_ldr": "C. Adams",
+        "procurement_unit_ldr": "M. Evans",
+        "comp_claims_unit_ldr": "B. Foster",
+        "cost_unit_ldr": "R. Lee"
+      }
+    },
+    "4_prepared_by": {
+      "name": "Dr. V. Patel",
+      "position_title": "Resources Unit Leader",
+      "signature": "Dr. V. Patel",
+      "date_time": "10/14/2026 06:00"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics207_4.json b/benchmark/datasets/ground_truth/ics207_4.json
new file mode 100644
index 00000000..89685ecf
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics207_4.json
@@ -0,0 +1,82 @@
+{
+  "ics_207_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_organization_chart": {
+      "incident_commanders": [
+        "Captain E. Miller (WSP Unified Command IC)",
+        "OSC R. Brooks (EPA R10 Co-IC)",
+        "Chief D. Olson (Skykomish Fire IC)",
+        "M. Campbell (BNSF Railway RP IC)"
+      ],
+      "command_staff": {
+        "safety_officer": "Captain Marcus Vance",
+        "public_information_officer": "Jennifer Hayes (WSDOT)",
+        "liaison_officer": "Deputy S. Kowalski (KCSO)"
+      },
+      "operations_section": {
+        "chief": "Battalion Chief T. Higgins",
+        "staging_area_manager": "Staging Area Charlie Manager",
+        "branches_divisions_groups": [
+          {
+            "title": "Hazmat Capping Branch Director",
+            "name": "Capt. P. Gomez"
+          },
+          {
+            "title": "Railcar Entry Group 1 Supervisor",
+            "name": "Capt. D. Ross"
+          },
+          {
+            "title": "Decontamination Group Supervisor",
+            "name": "Lt. M. Turner"
+          },
+          {
+            "title": "Evacuation & Security Branch Director",
+            "name": "Sgt. H. Lin"
+          }
+        ]
+      },
+      "planning_section": {
+        "chief": "Lt. Colonel Alan Vance",
+        "resources_unit_ldr": "Patricia Ross",
+        "situation_unit_ldr": "Battalion Chief T. Higgins",
+        "documentation_unit_ldr": "Sgt. H. Lin",
+        "demobilization_unit_ldr": "G. Peterson"
+      },
+      "logistics_section": {
+        "chief": "David Sterling",
+        "support_branch": {
+          "director": "L. King",
+          "supply_unit_ldr": "J. Myers",
+          "facilities_unit_ldr": "S. Taylor",
+          "ground_spt_unit_ldr": "C. Adams"
+        },
+        "service_branch": {
+          "director": "M. Evans",
+          "comms_unit_ldr": "B. Foster",
+          "medical_unit_ldr": "Dr. N. Howard",
+          "food_unit_ldr": "R. Lee"
+        }
+      },
+      "finance_administration_section": {
+        "chief": "Patricia Ross",
+        "time_unit_ldr": "W. Harris",
+        "procurement_unit_ldr": "C. White",
+        "comp_claims_unit_ldr": "G. Scott",
+        "cost_unit_ldr": "E. Green"
+      }
+    },
+    "4_prepared_by": {
+      "name": "Patricia Ross",
+      "position_title": "Resources Unit Leader",
+      "signature": "Patricia Ross",
+      "date_time": "11/02/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics207_5.json b/benchmark/datasets/ground_truth/ics207_5.json
new file mode 100644
index 00000000..6c0b7119
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics207_5.json
@@ -0,0 +1,82 @@
+{
+  "ics_207_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_organization_chart": {
+      "incident_commanders": [
+        "OSC C. Martinez (EPA R9 Co-IC)",
+        "Chief M. Thorne (SBCo Fire IC)",
+        "Chief Inspector A. Kim (Cal OES)",
+        "W. Vance (Pipeline RP IC)"
+      ],
+      "command_staff": {
+        "safety_officer": "Captain Gregory Hall",
+        "public_information_officer": "Samantha Norris (Cal OES)",
+        "liaison_officer": "Ranger D. Stevens (State Parks)"
+      },
+      "operations_section": {
+        "chief": "Battalion Chief Kevin Ross",
+        "staging_area_manager": "Staging Area Delta Manager",
+        "branches_divisions_groups": [
+          {
+            "title": "Canyon Pipeline Repair Branch Director",
+            "name": "Capt. Gregory Hall"
+          },
+          {
+            "title": "Clamp Repair Group Supervisor",
+            "name": "Capt. A. Ross"
+          },
+          {
+            "title": "Reservoir Skimming & Booming Branch Director",
+            "name": "Captain B. Walsh"
+          },
+          {
+            "title": "South Arm Skimmer Division Supervisor",
+            "name": "Capt. B. Walsh"
+          }
+        ]
+      },
+      "planning_section": {
+        "chief": "Captain Rachel Brooks",
+        "resources_unit_ldr": "Jason Wu",
+        "situation_unit_ldr": "Battalion Chief Kevin Ross",
+        "documentation_unit_ldr": "Dr. L. Arispe",
+        "demobilization_unit_ldr": "Captain B. Walsh"
+      },
+      "logistics_section": {
+        "chief": "Megan Taylor",
+        "support_branch": {
+          "director": "Capt. P. Gomez",
+          "supply_unit_ldr": "Lt. S. Baker",
+          "facilities_unit_ldr": "Capt. D. Ross",
+          "ground_spt_unit_ldr": "Lt. M. Turner"
+        },
+        "service_branch": {
+          "director": "Capt. H. Nelson",
+          "comms_unit_ldr": "Sgt. R. Hall",
+          "medical_unit_ldr": "Dr. N. Howard",
+          "food_unit_ldr": "L. King"
+        }
+      },
+      "finance_administration_section": {
+        "chief": "Jason Wu",
+        "time_unit_ldr": "J. Myers",
+        "procurement_unit_ldr": "S. Taylor",
+        "comp_claims_unit_ldr": "C. Adams",
+        "cost_unit_ldr": "M. Evans"
+      }
+    },
+    "4_prepared_by": {
+      "name": "Jason Wu",
+      "position_title": "Resources Unit Leader",
+      "signature": "Jason Wu",
+      "date_time": "05/18/2026 16:30"
+    },
+    "iap_page_number": "4"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics208_1.json b/benchmark/datasets/ground_truth/ics208_1.json
new file mode 100644
index 00000000..8ad9a4ca
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics208_1.json
@@ -0,0 +1,21 @@
+{
+  "ics_208_ground_truth": {
+    "1_incident_name": "Whispering Pines Derailment",
+    "2_operational_period": {
+      "date_from": "07/07/2026",
+      "date_to": "07/08/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_safety_message_expanded_safety_message_safety_plan_site_safety_plan": "Place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap Benzene vapors closer to the ground. Mandate Level B SCBA PPE within the 300-foot exclusion zone. Mandatory buddy system and continuous photoionization detector air monitoring required for all entry crews along creek banks.",
+    "4_site_safety_plan_required": true,
+    "approved_site_safety_plan_located_at": "Mobile Command Post inside the Forward Operations Briefing Trailer",
+    "5_prepared_by": {
+      "name": "Captain R. Mendez",
+      "position_title": "Safety Officer",
+      "signature": "R. Mendez",
+      "date_time": "07/07/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics208_2.json b/benchmark/datasets/ground_truth/ics208_2.json
new file mode 100644
index 00000000..82b4e974
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics208_2.json
@@ -0,0 +1,21 @@
+{
+  "ics_208_ground_truth": {
+    "1_incident_name": "Blackwood Chemical Pipeline Breach",
+    "2_operational_period": {
+      "date_from": "08/13/2026",
+      "date_to": "08/14/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_safety_message_expanded_safety_message_safety_plan_site_safety_plan": "Focus tactical operations on maintaining river boom integrity under rising night tides and ensuring strict atmospheric air monitoring during the overnight temperature drop when Anhydrous Ammonia vapors hug low ground. SCBA Level B PPE is mandatory within the 500-foot exclusion zone. Vigilance required for reduced visibility, riverbank slip hazards, and toxic vapor pockets.",
+    "4_site_safety_plan_required": true,
+    "approved_site_safety_plan_located_at": "Mobile Command Post Briefing Trailer at Station 12",
+    "5_prepared_by": {
+      "name": "Captain L. Hayes",
+      "position_title": "Safety Officer",
+      "signature": "L. Hayes",
+      "date_time": "08/13/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics208_3.json b/benchmark/datasets/ground_truth/ics208_3.json
new file mode 100644
index 00000000..41aa8307
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics208_3.json
@@ -0,0 +1,21 @@
+{
+  "ics_208_ground_truth": {
+    "1_incident_name": "Port of Houston Sulfuric Acid Tanker Leak",
+    "2_operational_period": {
+      "date_from": "10/14/2026",
+      "date_to": "10/15/2026",
+      "time_from": "07:00",
+      "time_to": "19:00"
+    },
+    "3_safety_message_expanded_safety_message_safety_plan_site_safety_plan": "Primary tactical focus is placed on safe chemical neutralization and pH stabilization in the ship channel water column. Mandatory Level A chemical suit entry procedures enforced for all vessel deck operations. Due to extreme daytime heat (88°F, 78% humidity), entry work cycles are capped at 20 minutes active entry followed by 40 minutes active hydration and cooling.",
+    "4_site_safety_plan_required": true,
+    "approved_site_safety_plan_located_at": "USCG Sector Houston Command Center Safety Office",
+    "5_prepared_by": {
+      "name": "Commander Thomas Blake",
+      "position_title": "Safety Officer",
+      "signature": "Thomas Blake",
+      "date_time": "10/14/2026 06:00"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics208_4.json b/benchmark/datasets/ground_truth/ics208_4.json
new file mode 100644
index 00000000..c8d4f68b
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics208_4.json
@@ -0,0 +1,21 @@
+{
+  "ics_208_ground_truth": {
+    "1_incident_name": "Cascade Pass Chlorine Railcar Derailment",
+    "2_operational_period": {
+      "date_from": "11/02/2026",
+      "date_to": "11/03/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_safety_message_expanded_safety_message_safety_plan_site_safety_plan": "Command emphasizes absolute safety of capping entry teams working under nighttime freezing conditions (28°F overnight). Enforce mandatory Level A PPE compliance and buddy system protocols. Heated decontamination water and warm hydration must be maintained continuously to prevent suit icing and hypothermia.",
+    "4_site_safety_plan_required": true,
+    "approved_site_safety_plan_located_at": "Skykomish School Gym Operations Briefing Room",
+    "5_prepared_by": {
+      "name": "Captain Marcus Vance",
+      "position_title": "Safety Officer",
+      "signature": "Marcus Vance",
+      "date_time": "11/02/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/ground_truth/ics208_5.json b/benchmark/datasets/ground_truth/ics208_5.json
new file mode 100644
index 00000000..90bb9bad
--- /dev/null
+++ b/benchmark/datasets/ground_truth/ics208_5.json
@@ -0,0 +1,21 @@
+{
+  "ics_208_ground_truth": {
+    "1_incident_name": "Silverwood Reservoir Crude Oil Pipeline Rupture",
+    "2_operational_period": {
+      "date_from": "05/18/2026",
+      "date_to": "05/19/2026",
+      "time_from": "18:00",
+      "time_to": "06:00"
+    },
+    "3_safety_message_expanded_safety_message_safety_plan_site_safety_plan": "Focus tactical priority on preventing any oil migration toward the municipal water intake. Night skimming operations must maintain illuminated safety perimeters and 100% life-vest compliance at all times. High vigilance required for steep, oil-covered riprap banks and wildlife hazards.",
+    "4_site_safety_plan_required": true,
+    "approved_site_safety_plan_located_at": "Incident Command Post at Hesperia Fire Station 30",
+    "5_prepared_by": {
+      "name": "Captain Gregory Hall",
+      "position_title": "Safety Officer",
+      "signature": "Gregory Hall",
+      "date_time": "05/18/2026 16:30"
+    },
+    "iap_page_number": "6"
+  }
+}
diff --git a/benchmark/datasets/narratives/ics207_1.txt b/benchmark/datasets/narratives/ics207_1.txt
new file mode 100644
index 00000000..86cb317e
--- /dev/null
+++ b/benchmark/datasets/narratives/ics207_1.txt
@@ -0,0 +1,11 @@
+This Incident Organization Chart briefing applies to the Whispering Pines Derailment operational period starting 07/07/2026 at 18:00 and concluding 07/08/2026 at 06:00. Unified Command leadership is held by Incident Commanders Chief J. Thomas (County Fire), S. Albright (State DEQ), and D. Miller (CSX Railroad RP). The Command Staff consists of Safety Officer Captain R. Mendez, Public Information Officer A. Cho (County OEM), and Liaison Officer Inspector G. Sims (SO).
+
+The Operations Section is directed by Operations Section Chief B. Reynolds, with Staging Area Alpha Manager stationed at the County Fairgrounds. Operational elements under Operations include Hazardous Materials Branch Director Lt. T. Kincaid, Hazmat Entry Group Supervisor Capt. P. Gomez, Decontamination Group Supervisor Lt. S. Baker, and Fire Suppression Branch Director Batt. Chief E. Walters.
+
+The Planning Section is led by Planning Section Chief Marcus Vance, supported by Resources Unit Leader T. Jenkins, Situation Unit Leader E. Brooks, Documentation Unit Leader H. Martinez, and Demobilization Unit Leader R. Sterling.
+
+The Logistics Section is headed by Logistics Section Chief K. Dunavan. Under the Support Branch, managed by Director J. Myers, key units include Supply Unit Leader S. Taylor, Facilities Unit Leader C. Adams, and Ground Support Unit Leader M. Evans. Under the Service Branch, managed by Director B. Foster, unit leads are Communications Unit Leader R. Lee, Medical Unit Leader Dr. N. Howard, and Food Unit Leader L. King.
+
+The Finance/Administration Section is directed by Finance/Admin Section Chief Robert Sterling, supervising Time Unit Leader C. White, Procurement Unit Leader G. Scott, Comp/Claims Unit Leader E. Green, and Cost Unit Leader W. Harris.
+
+This organization chart was prepared by T. Jenkins, Resources Unit Leader, signed T. Jenkins on 07/07/2026 16:30. Form assigned IAP Page Number 4.
diff --git a/benchmark/datasets/narratives/ics207_2.txt b/benchmark/datasets/narratives/ics207_2.txt
new file mode 100644
index 00000000..ad79b233
--- /dev/null
+++ b/benchmark/datasets/narratives/ics207_2.txt
@@ -0,0 +1,11 @@
+This Incident Organization Chart briefing covers the Blackwood Chemical Pipeline Breach operational period starting 08/13/2026 at 18:00 and concluding 08/14/2026 at 06:00. Unified Command leadership is staffed by Incident Commanders Chief R. Vance (Blackwood Fire Dept), Officer M. Ross (State EPA), and J. Vance (Blackwood Pipeline Co. RP). Command Staff includes Safety Officer Captain L. Hayes, Public Information Officer E. Wright, and Liaison Officer Deputy K. Miller.
+
+The Operations Section is directed by Operations Section Chief D. Kowalski, alongside Staging Area Bravo Manager. Key field leaders under Operations include Pipeline Isolation Branch Director Capt. Donald Kross, Hot Zone Entry Group Supervisor Lt. R. Mendez, Vapor Suppression Group Supervisor Capt. A. Ross, and River Spill Containment Branch Director Commander Thomas Blake.
+
+The Planning Section is led by Planning Section Chief Sarah L. Jenkins, with Resources Unit Leader A. Patel, Situation Unit Leader C. Webb, Documentation Unit Leader Dr. H. Thorne, and Demobilization Unit Leader M. Brody.
+
+The Logistics Section is headed by Logistics Section Chief T. Bradley. The Support Branch, managed by Director G. Kross, consists of Supply Unit Leader H. Lin, Facilities Unit Leader R. Sterling, and Ground Support Unit Leader D. Miller. The Service Branch, managed by Director S. Norris, comprises Communications Unit Leader K. Albright, Medical Unit Leader Dr. T. Vance, and Food Unit Leader A. Cho.
+
+The Finance/Administration Section is directed by Finance/Admin Section Chief A. Patel, supervising Time Unit Leader J. Mercer, Procurement Unit Leader Laura Martinez, Comp/Claims Unit Leader Inspector R. Sterling, and Cost Unit Leader Sandra Keller.
+
+Prepared by A. Patel, Resources Unit Leader, signed A. Patel on 08/13/2026 16:30. Form assigned IAP Page Number 4.
diff --git a/benchmark/datasets/narratives/ics207_3.txt b/benchmark/datasets/narratives/ics207_3.txt
new file mode 100644
index 00000000..9ef2699b
--- /dev/null
+++ b/benchmark/datasets/narratives/ics207_3.txt
@@ -0,0 +1,11 @@
+This Incident Organization Chart briefing applies to the Port of Houston Sulfuric Acid Tanker Leak operational period starting 10/14/2026 at 07:00 and concluding 10/15/2026 at 19:00. Unified Command leadership comprises Captain H. Vance (USCG Unified Command IC), OSC M. Reynolds (EPA Co-IC), Chief D. Garcia (Port Authority Fire IC), and K. Lindqvist (Stolt Tankers RP IC). The Command Staff consists of Safety Officer Commander Thomas Blake, Public Information Officer Laura Martinez (Port Authority), and Liaison Officer Inspector R. Sterling (TCEQ).
+
+The Operations Section is directed by Operations Section Chief Battalion Chief A. Ross, supported by Staging Area Bravo Manager at Jacintoport Terminal. Field branch and group leaders include Vessel Salvage & Entry Branch Director Lt. J. Thorne, Deck Neutralization Group Supervisor Lt. S. Baker, Manifold Isolation Team Supervisor Capt. D. Ross, and Ship Channel Protection Branch Director Capt. Donald Kross.
+
+The Planning Section is led by Planning Section Chief Commander Richard Croft, with Resources Unit Leader Dr. V. Patel, Situation Unit Leader Sandra Keller, Documentation Unit Leader Wayne Miller, and Demobilization Unit Leader Battalion Chief A. Ross.
+
+The Logistics Section is headed by Logistics Section Chief Sandra Keller. Under Support Branch Director Capt. H. Nelson, units are staffed by Supply Unit Leader C. White, Facilities Unit Leader G. Scott, and Ground Support Unit Leader E. Green. Under Service Branch Director W. Harris, unit leads are Communications Unit Leader J. Myers, Medical Unit Leader Dr. A. Chen, and Food Unit Leader S. Taylor.
+
+The Finance/Administration Section is directed by Finance/Admin Section Chief Wayne Miller, supervising Time Unit Leader C. Adams, Procurement Unit Leader M. Evans, Comp/Claims Unit Leader B. Foster, and Cost Unit Leader R. Lee.
+
+Prepared by Dr. V. Patel, Resources Unit Leader, signed Dr. V. Patel on 10/14/2026 06:00. Form assigned IAP Page Number 4.
diff --git a/benchmark/datasets/narratives/ics207_4.txt b/benchmark/datasets/narratives/ics207_4.txt
new file mode 100644
index 00000000..8262afe6
--- /dev/null
+++ b/benchmark/datasets/narratives/ics207_4.txt
@@ -0,0 +1,11 @@
+This Incident Organization Chart applies to the Cascade Pass Chlorine Railcar Derailment operational period starting 11/02/2026 at 18:00 and concluding 11/03/2026 at 06:00. Unified Command leadership is held by Incident Commanders Captain E. Miller (WSP Unified Command IC), OSC R. Brooks (EPA R10 Co-IC), Chief D. Olson (Skykomish Fire IC), and M. Campbell (BNSF Railway RP IC). Command Staff includes Safety Officer Captain Marcus Vance, Public Information Officer Jennifer Hayes (WSDOT), and Liaison Officer Deputy S. Kowalski (KCSO).
+
+The Operations Section is directed by Operations Section Chief Battalion Chief T. Higgins, with Staging Area Charlie Manager at Stevens Pass Yard. Tactical leadership positions include Hazmat Capping Branch Director Capt. P. Gomez, Railcar Entry Group 1 Supervisor Capt. D. Ross, Decontamination Group Supervisor Lt. M. Turner, and Evacuation & Security Branch Director Sgt. H. Lin.
+
+The Planning Section is led by Planning Section Chief Lt. Colonel Alan Vance, supported by Resources Unit Leader Patricia Ross, Situation Unit Leader Battalion Chief T. Higgins, Documentation Unit Leader Sgt. H. Lin, and Demobilization Unit Leader G. Peterson.
+
+The Logistics Section is headed by Logistics Section Chief David Sterling. Support Branch Director L. King oversees Supply Unit Leader J. Myers, Facilities Unit Leader S. Taylor, and Ground Support Unit Leader C. Adams. Service Branch Director M. Evans oversees Communications Unit Leader B. Foster, Medical Unit Leader Dr. N. Howard, and Food Unit Leader R. Lee.
+
+The Finance/Administration Section is directed by Finance/Admin Section Chief Patricia Ross, managing Time Unit Leader W. Harris, Procurement Unit Leader C. White, Comp/Claims Unit Leader G. Scott, and Cost Unit Leader E. Green.
+
+Prepared by Patricia Ross, Resources Unit Leader, signed Patricia Ross on 11/02/2026 16:30. Form assigned IAP Page Number 4.
diff --git a/benchmark/datasets/narratives/ics207_5.txt b/benchmark/datasets/narratives/ics207_5.txt
new file mode 100644
index 00000000..b4f9b25b
--- /dev/null
+++ b/benchmark/datasets/narratives/ics207_5.txt
@@ -0,0 +1,11 @@
+This Incident Organization Chart briefing governs the Silverwood Reservoir Crude Oil Pipeline Rupture operational period starting 05/18/2026 at 18:00 and concluding 05/19/2026 at 06:00. Unified Command leadership comprises Incident Commanders OSC C. Martinez (EPA R9 Co-IC), Chief M. Thorne (SBCo Fire IC), Chief Inspector A. Kim (Cal OES), and W. Vance (Pipeline RP IC). The Command Staff consists of Safety Officer Captain Gregory Hall, Public Information Officer Samantha Norris (Cal OES), and Liaison Officer Ranger D. Stevens (State Parks).
+
+The Operations Section is directed by Operations Section Chief Battalion Chief Kevin Ross, supported by Staging Area Delta Manager. Operational group leads include Canyon Pipeline Repair Branch Director Capt. Gregory Hall, Clamp Repair Group Supervisor Capt. A. Ross, Reservoir Skimming & Booming Branch Director Captain B. Walsh, and South Arm Skimmer Division Supervisor Capt. B. Walsh.
+
+The Planning Section is led by Planning Section Chief Captain Rachel Brooks, with Resources Unit Leader Jason Wu, Situation Unit Leader Battalion Chief Kevin Ross, Documentation Unit Leader Dr. L. Arispe, and Demobilization Unit Leader Captain B. Walsh.
+
+The Logistics Section is headed by Logistics Section Chief Megan Taylor. Under Support Branch Director Capt. P. Gomez, unit leads are Supply Unit Leader Lt. S. Baker, Facilities Unit Leader Capt. D. Ross, and Ground Support Unit Leader Lt. M. Turner. Under Service Branch Director Capt. H. Nelson, unit leads are Communications Unit Leader Sgt. R. Hall, Medical Unit Leader Dr. N. Howard, and Food Unit Leader L. King.
+
+The Finance/Administration Section is directed by Finance/Admin Section Chief Jason Wu, supervising Time Unit Leader J. Myers, Procurement Unit Leader S. Taylor, Comp/Claims Unit Leader C. Adams, and Cost Unit Leader M. Evans.
+
+Prepared by Jason Wu, Resources Unit Leader, signed Jason Wu on 05/18/2026 16:30. Form assigned IAP Page Number 4.
diff --git a/benchmark/datasets/narratives/ics208_1.txt b/benchmark/datasets/narratives/ics208_1.txt
new file mode 100644
index 00000000..8c0c6d74
--- /dev/null
+++ b/benchmark/datasets/narratives/ics208_1.txt
@@ -0,0 +1,7 @@
+This Safety Message and Plan (ICS 208) applies to the Whispering Pines Derailment operational period starting 07/07/2026 at 18:00 and concluding 07/08/2026 at 06:00.
+
+The primary safety message directs entry teams to place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap Benzene vapors closer to the ground. Mandate Level B SCBA PPE within the 300-foot exclusion zone. Mandatory buddy system and continuous photoionization detector air monitoring required for all entry crews along creek banks.
+
+A site safety plan is required for this incident (true). The approved Site Safety Plan is located at Mobile Command Post inside the Forward Operations Briefing Trailer.
+
+This form was prepared by Captain R. Mendez, Safety Officer, signed R. Mendez on date and time 07/07/2026 16:30. Form assigned IAP Page Number 6.
diff --git a/benchmark/datasets/narratives/ics208_2.txt b/benchmark/datasets/narratives/ics208_2.txt
new file mode 100644
index 00000000..a297c3b7
--- /dev/null
+++ b/benchmark/datasets/narratives/ics208_2.txt
@@ -0,0 +1,7 @@
+This Safety Message and Plan (ICS 208) covers the Blackwood Chemical Pipeline Breach operational period starting 08/13/2026 at 18:00 and ending 08/14/2026 at 06:00.
+
+The safety message mandates: Focus tactical operations on maintaining river boom integrity under rising night tides and ensuring strict atmospheric air monitoring during the overnight temperature drop when Anhydrous Ammonia vapors hug low ground. SCBA Level B PPE is mandatory within the 500-foot exclusion zone. Vigilance required for reduced visibility, riverbank slip hazards, and toxic vapor pockets.
+
+A site safety plan is required for this incident (true). The approved Site Safety Plan is located at Mobile Command Post Briefing Trailer at Station 12.
+
+This document was prepared by Captain L. Hayes, Safety Officer, signed L. Hayes on date and time 08/13/2026 16:30. Form assigned IAP Page Number 6.
diff --git a/benchmark/datasets/narratives/ics208_3.txt b/benchmark/datasets/narratives/ics208_3.txt
new file mode 100644
index 00000000..ac9fa901
--- /dev/null
+++ b/benchmark/datasets/narratives/ics208_3.txt
@@ -0,0 +1,7 @@
+This Safety Message and Plan (ICS 208) governs the Port of Houston Sulfuric Acid Tanker Leak operational period starting 10/14/2026 at 07:00 and concluding 10/15/2026 at 19:00.
+
+The safety directive dictates: Primary tactical focus is placed on safe chemical neutralization and pH stabilization in the ship channel water column. Mandatory Level A chemical suit entry procedures enforced for all vessel deck operations. Due to extreme daytime heat (88°F, 78% humidity), entry work cycles are capped at 20 minutes active entry followed by 40 minutes active hydration and cooling.
+
+A site safety plan is required for this incident (true). The approved Site Safety Plan is located at USCG Sector Houston Command Center Safety Office.
+
+Prepared by Commander Thomas Blake, Safety Officer, signed Thomas Blake on date and time 10/14/2026 06:00. Form assigned IAP Page Number 6.
diff --git a/benchmark/datasets/narratives/ics208_4.txt b/benchmark/datasets/narratives/ics208_4.txt
new file mode 100644
index 00000000..154fe178
--- /dev/null
+++ b/benchmark/datasets/narratives/ics208_4.txt
@@ -0,0 +1,7 @@
+This Safety Message and Plan (ICS 208) applies to the Cascade Pass Chlorine Railcar Derailment operational period starting 11/02/2026 at 18:00 and concluding 11/03/2026 at 06:00.
+
+The safety message emphasizes: Command emphasizes absolute safety of capping entry teams working under nighttime freezing conditions (28°F overnight). Enforce mandatory Level A PPE compliance and buddy system protocols. Heated decontamination water and warm hydration must be maintained continuously to prevent suit icing and hypothermia.
+
+A site safety plan is required for this incident (true). The approved Site Safety Plan is located at Skykomish School Gym Operations Briefing Room.
+
+Prepared by Captain Marcus Vance, Safety Officer, signed Marcus Vance on date and time 11/02/2026 16:30. Form assigned IAP Page Number 6.
diff --git a/benchmark/datasets/narratives/ics208_5.txt b/benchmark/datasets/narratives/ics208_5.txt
new file mode 100644
index 00000000..a8551d89
--- /dev/null
+++ b/benchmark/datasets/narratives/ics208_5.txt
@@ -0,0 +1,7 @@
+This Safety Message and Plan (ICS 208) governs the Silverwood Reservoir Crude Oil Pipeline Rupture operational period starting 05/18/2026 at 18:00 and concluding 05/19/2026 at 06:00.
+
+The safety directive states: Focus tactical priority on preventing any oil migration toward the municipal water intake. Night skimming operations must maintain illuminated safety perimeters and 100% life-vest compliance at all times. High vigilance required for steep, oil-covered riprap banks and wildlife hazards.
+
+A site safety plan is required for this incident (true). The approved Site Safety Plan is located at Incident Command Post at Hesperia Fire Station 30.
+
+Prepared by Captain Gregory Hall, Safety Officer, signed Gregory Hall on date and time 05/18/2026 16:30. Form assigned IAP Page Number 6.
diff --git a/benchmark/datasets/templates/ics_207.json b/benchmark/datasets/templates/ics_207.json
new file mode 100644
index 00000000..0ef33901
--- /dev/null
+++ b/benchmark/datasets/templates/ics_207.json
@@ -0,0 +1,63 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_organization_chart": {
+    "incident_commanders": ["string"],
+    "command_staff": {
+      "safety_officer": "string",
+      "public_information_officer": "string",
+      "liaison_officer": "string"
+    },
+    "operations_section": {
+      "chief": "string",
+      "staging_area_manager": "string",
+      "branches_divisions_groups": [
+        {
+          "title": "string",
+          "name": "string"
+        }
+      ]
+    },
+    "planning_section": {
+      "chief": "string",
+      "resources_unit_ldr": "string",
+      "situation_unit_ldr": "string",
+      "documentation_unit_ldr": "string",
+      "demobilization_unit_ldr": "string"
+    },
+    "logistics_section": {
+      "chief": "string",
+      "support_branch": {
+        "director": "string",
+        "supply_unit_ldr": "string",
+        "facilities_unit_ldr": "string",
+        "ground_spt_unit_ldr": "string"
+      },
+      "service_branch": {
+        "director": "string",
+        "comms_unit_ldr": "string",
+        "medical_unit_ldr": "string",
+        "food_unit_ldr": "string"
+      }
+    },
+    "finance_administration_section": {
+      "chief": "string",
+      "time_unit_ldr": "string",
+      "procurement_unit_ldr": "string",
+      "comp_claims_unit_ldr": "string",
+      "cost_unit_ldr": "string"
+    }
+  },
+  "4_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}
diff --git a/benchmark/datasets/templates/ics_208.json b/benchmark/datasets/templates/ics_208.json
new file mode 100644
index 00000000..a49113b3
--- /dev/null
+++ b/benchmark/datasets/templates/ics_208.json
@@ -0,0 +1,19 @@
+{
+  "1_incident_name": "string",
+  "2_operational_period": {
+    "date_from": "string",
+    "date_to": "string",
+    "time_from": "string",
+    "time_to": "string"
+  },
+  "3_safety_message_expanded_safety_message_safety_plan_site_safety_plan": "string",
+  "4_site_safety_plan_required": "boolean",
+  "approved_site_safety_plan_located_at": "string",
+  "5_prepared_by": {
+    "name": "string",
+    "position_title": "string",
+    "signature": "string",
+    "date_time": "string"
+  },
+  "iap_page_number": "string"
+}

From 2a6cd2b3abe16acecb5dc47d1454ebff5ae048e6 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 17:16:01 +0200
Subject: [PATCH 80/85] ICS dataset generation markdown

---
 benchmark/ICS_DATASET_GENERATOR_PROMPT.md | 183 ++++++++++++++++++++++
 1 file changed, 183 insertions(+)
 create mode 100644 benchmark/ICS_DATASET_GENERATOR_PROMPT.md

diff --git a/benchmark/ICS_DATASET_GENERATOR_PROMPT.md b/benchmark/ICS_DATASET_GENERATOR_PROMPT.md
new file mode 100644
index 00000000..aef2b99a
--- /dev/null
+++ b/benchmark/ICS_DATASET_GENERATOR_PROMPT.md
@@ -0,0 +1,183 @@
+# ICS Benchmark Dataset Generator — System Prompt
+
+## Role
+You are an **ICS (Incident Command System) Benchmark Dataset Specialist**. Your job is to analyze an official ICS form PDF and produce a complete, high-quality benchmark dataset for that form type. The dataset consists of three deliverables per form type:
+
+1. **A JSON Template Schema** (`ics_XXX.json`) — the canonical field structure for the form
+2. **5 Narrative Files** (`icsXXX_N.txt`) — realistic, richly detailed incident briefing narratives
+3. **5 Ground Truth JSON Files** (`icsXXX_N.json`) — structured JSON objects that exactly match the data in the corresponding narrative
+
+All files must be internally consistent: every field in the ground truth JSON must be directly extractable from the narrative text.
+
+---
+
+## Step 1 — Extract the Template Schema from the PDF
+
+Read the provided ICS form PDF carefully. Identify every labeled field, section, sub-section, and repeating row. Then produce a **JSON template schema** where:
+
+- Every field is represented with its **canonical key name** (snake_case, prefixed with the section number when appropriate, e.g. `"1_incident_name"`, `"2_operational_period"`)
+- Every field value is typed as a **placeholder string** `"string"`, `"boolean"`, or an **array** `[]` or **nested object** `{}`
+- Repeating rows (e.g. resource tables, radio channels, personnel lists) are represented as **arrays of objects**
+- Nested sections (e.g. branches with sub-groups) use **nested objects or arrays**
+- No fields from the PDF are omitted — capture every labeled input box, checkbox, and table column
+
+### Output location
+Save the template as:
+```
+benchmark/datasets/templates/ics_XXX.json
+```
+
+---
+
+## Step 2 — Generate 5 Distinct Mock Incidents
+
+Create **5 unique, realistic emergency incidents** to populate your dataset. Each incident must:
+
+- Be a **different incident type** (e.g. chemical spill, tanker collision, pipeline rupture, railcar derailment, industrial release)
+- Involve a **different geography** (different U.S. states/regions/waterways)
+- Involve **different response agencies** (USCG, EPA, Cal OES, State DEP, County Fire, etc.)
+- Involve **different hazardous materials** (Benzene, Styrene, Chlorine, Anhydrous Ammonia, Crude Oil, Sulfuric Acid, etc.)
+- Use **different operational contexts** — day shift vs. night shift, maritime vs. inland, urban vs. mountain, etc.
+- Reference the **same cast of personnel across forms** — if an incident has a Planning Section Chief named "Rachel Brooks" in the ICS 201, she must appear in the ICS 202, 203, 204, etc. for that same incident
+
+---
+
+## Step 3 — Write the Narrative (`.txt` file)
+
+For each incident, write a **formal ICS narrative** that reads like an official briefing document. Adhere to these rules:
+
+### Style & Tone
+- Professional, authoritative emergency management language
+- Written in full paragraphs (not bullet points), as if read aloud at a shift briefing
+- Dense with operational detail — specific numbers, times, distances, frequencies, names, unit identifiers
+
+### Structure
+The narrative must organically embed **every data field** from the template schema, in natural prose, without using JSON-style formatting or field labels. A downstream LLM must be able to read this narrative and extract every ground truth value from it.
+
+### Required Detail Level
+- **Named personnel** with full titles and affiliations for every position
+- **Specific radio frequencies** (e.g. `462.5500 MHz`, `Tone 114.8`)
+- **Unit identifiers** (e.g. `HZM-01`, `ENG-41`, `RV-LC-01`)
+- **Exact times** for all actions and operational periods
+- **Specific geographic references** (mile markers, lat/lon, staging area locations)
+- **Specific hazmat parameters** (flash points, IDLH thresholds, PPE levels, decon procedures)
+- **Specific quantities** (gallons released, feet of boom, lbs of chemical, number of personnel)
+
+### Output location
+Save each narrative as:
+```
+benchmark/datasets/narratives/icsXXX_N.txt
+```
+Where `XXX` is the form number (e.g. `201`, `202`, `205a`) and `N` is 1–5.
+
+---
+
+## Step 4 — Write the Ground Truth JSON (`.json` file)
+
+For each narrative, produce a **strictly schema-compliant JSON object** that:
+
+- Uses the **exact same field structure** as the template schema in Step 1
+- Is wrapped in a top-level key: `"ics_XXX_ground_truth": { ... }`
+- Populates **every field** with the exact value as stated in the narrative (no paraphrasing, no invention)
+- Uses `true`/`false` (not strings) for boolean fields (e.g. `"arrived": true`)
+- Uses arrays correctly for repeating elements
+- Leaves fields as `""` only if the narrative explicitly states the position is unfilled — never omit fields from the schema
+- All string values preserve the exact formatting used in the narrative (e.g. `"07/07/2026"` not `"2026-07-07"`)
+
+### Output location
+Save each ground truth file as:
+```
+benchmark/datasets/ground_truth/icsXXX_N.json
+```
+
+---
+
+## Step 5 — Cross-Consistency Requirements
+
+Apply these rules across ALL files you create:
+
+| Rule | Description |
+|---|---|
+| **Name consistency** | Every person's name, title, and affiliation must be identical across all forms for the same incident |
+| **Time consistency** | Operational period dates/times must match across ICS 202, 203, 204, 205, 205A for the same incident |
+| **Unit consistency** | Resource identifiers (e.g. `HZM-01`) must match across ICS 201, 204 for the same incident |
+| **Frequency consistency** | Radio frequencies in ICS 205 must match those referenced in ICS 204 and ICS 205A |
+| **Incident name consistency** | The exact same incident name string must appear in every form for that incident |
+| **IAP page number** | Each form type has a conventional page position in the IAP — assign realistic sequential page numbers |
+
+---
+
+## File Naming Convention
+
+```
+Templates:     benchmark/datasets/templates/ics_XXX.json
+Narratives:    benchmark/datasets/narratives/icsXXX_N.txt
+Ground Truth:  benchmark/datasets/ground_truth/icsXXX_N.json
+```
+
+Where:
+- `XXX` = form number: `201`, `202`, `203`, `204`, `205`, `205a`, `206`, `207`, `208`, etc.
+- `N` = incident index: `1` through `5`
+
+---
+
+## Form-Specific Guidance
+
+### ICS 201 — Incident Briefing
+Fields cover: incident name/number, initiation date/time, map/sketch details (area of operations, impacted areas, trajectories, shorelines), situation summary, health/safety hazards, protective measures, preparer info, objectives list, chronological tactics table, command/general staff organization (with additional positions), and full resource summary table (identifier, leader, ordered time, ETA, arrived boolean, notes).
+
+### ICS 202 — Incident Objectives
+Fields cover: incident name, operational period (from/to date and time), objectives list (SMART-formatted strings), operational period command emphasis paragraph, general situational awareness paragraph, site safety plan required (boolean), safety plan location, IAP attachments checklist (ICS 203–208, map/chart, weather, other), preparer info, incident commander approval info, and IAP page number.
+
+### ICS 203 — Organization Assignment List
+Fields cover: incident name, operational period, command staff (IC/UC list, deputy, safety officer, PIO, liaison), agency/organization representatives table, planning section (chief, deputy, unit leaders, technical specialists), logistics section (chief, deputy, support branch with sub-units, service branch with sub-units), operations section (chief, deputy, staging area, branches with directors/deputies/divisions/groups, air ops branch), finance/admin section (chief, deputy, unit leaders), preparer info, and IAP page number.
+
+### ICS 204 — Assignment List
+Fields cover: incident name, operational period, branch/division/group/staging area identifiers, operations personnel (ops chief, branch director, div/group supervisor — each with name and contact), resources assigned table (identifier, leader, persons, contact, reporting location/equipment/notes), work assignments paragraph, special instructions paragraph, communications table (function/name and primary contact), preparer info, and IAP page number.
+
+### ICS 205 — Incident Radio Communications Plan
+Fields cover: incident name, date/time prepared, operational period, radio channel table (zone/group, channel number, function, channel name/talkgroup, assignment, RX frequency with N/W, RX tone/NAC, TX frequency with N/W, TX tone/NAC, mode A/D/M, remarks), special instructions, preparer info (name, signature, date/time), and IAP page number.
+
+### ICS 205A — Communications List
+Fields cover: incident name, operational period, basic local communications table (incident assigned position, name, methods of contact), preparer info (name, position title, signature, date/time), and IAP page number.
+
+---
+
+## Quality Checklist
+
+Before finalizing, verify:
+
+- [ ] Template schema captures every labeled field in the PDF
+- [ ] All 5 narratives reference different incidents, regions, chemicals, and agencies
+- [ ] Each narrative is rich enough that a downstream LLM can extract every ground truth field from prose alone
+- [ ] Every ground truth JSON is 100% schema-compliant with the template
+- [ ] All string values in JSON match the narrative exactly (same spelling, same format)
+- [ ] Personnel names, unit IDs, frequencies, and times are internally consistent within each incident
+- [ ] Boolean fields use `true`/`false`, not `"true"`/`"false"`
+- [ ] Files are saved in the correct directories with the correct naming convention
+
+---
+
+## Example Excerpt (ICS 205)
+
+**Narrative excerpt:**
+> *Channel 2 (Zone A): Functioned for Tactical operations, channel name HAZ-TAC-1, assigned to the Hot Zone Entry Group. Operates on RX frequency 467.7750 N with DCS tone D023 and TX frequency 467.7750 N with DCS tone D023 in Digital mode, restricting use to intrinsically safe radios only.*
+
+**Corresponding ground truth:**
+```json
+{
+  "zone_grp": "Zone A",
+  "channel_number": "2",
+  "function": "Tactical",
+  "channel_name_trunked_radio_system_talkgroup": "HAZ-TAC-1",
+  "assignment": "Hot Zone Entry Group",
+  "rx_frequency_n_or_w": "467.7750 N",
+  "rx_tone_nac": "D023",
+  "tx_frequency_n_or_w": "467.7750 N",
+  "tx_tone_nac": "D023",
+  "mode_a_d_or_m": "D",
+  "remarks": "Intrinsically safe radios only"
+}
+```
+
+This demonstrates the core principle: **every JSON value must be explicitly readable in the narrative prose**.

From 2dd9e3aa2590e70ae23273270b4b2a1f0669ed99 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 18:24:46 +0200
Subject: [PATCH 81/85] refactor: :recycle: linting errors

---
 benchmark/compare_benchmarks.py            | 1 +
 benchmark/evaluators/accuracy.py           | 1 +
 benchmark/evaluators/reference_accuracy.py | 1 -
 benchmark/pipelines/base.py                | 3 ++-
 benchmark/pipelines/pipeline.py            | 1 -
 benchmark/runners/runner.py                | 4 +++-
 benchmark/test_benchmark.py                | 4 +++-
 7 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/benchmark/compare_benchmarks.py b/benchmark/compare_benchmarks.py
index 256d28dd..25e1d15b 100644
--- a/benchmark/compare_benchmarks.py
+++ b/benchmark/compare_benchmarks.py
@@ -2,6 +2,7 @@
 import os
 import sys
 
+
 def main():
     if len(sys.argv) < 3:
         print("Usage: python compare_benchmarks.py <branch_report.json> <target_report.json>")
diff --git a/benchmark/evaluators/accuracy.py b/benchmark/evaluators/accuracy.py
index c4bd30d7..3024f901 100644
--- a/benchmark/evaluators/accuracy.py
+++ b/benchmark/evaluators/accuracy.py
@@ -1,5 +1,6 @@
 import re
 
+
 def calculate_accuracy(extracted: any, ground_truth: any) -> float:
     """
     Computes a score from 0.0 to 1.0 representing accuracy.
diff --git a/benchmark/evaluators/reference_accuracy.py b/benchmark/evaluators/reference_accuracy.py
index a8a608c5..a738d99c 100644
--- a/benchmark/evaluators/reference_accuracy.py
+++ b/benchmark/evaluators/reference_accuracy.py
@@ -6,7 +6,6 @@
 
 from benchmark.evaluators.accuracy import calculate_accuracy
 
-
 PROMPT_VERSION = "1"
 SYSTEM_PROMPT = """You create reference answers for extraction benchmarks.
 Use only facts supported by the narrative, preserve source wording when practical,
diff --git a/benchmark/pipelines/base.py b/benchmark/pipelines/base.py
index 80367534..4abce9ec 100644
--- a/benchmark/pipelines/base.py
+++ b/benchmark/pipelines/base.py
@@ -1,5 +1,6 @@
-from dataclasses import dataclass
 from abc import ABC, abstractmethod
+from dataclasses import dataclass
+
 
 @dataclass
 class PipelineExtractionOutput:
diff --git a/benchmark/pipelines/pipeline.py b/benchmark/pipelines/pipeline.py
index f6883d5e..44dcf42d 100644
--- a/benchmark/pipelines/pipeline.py
+++ b/benchmark/pipelines/pipeline.py
@@ -1,4 +1,3 @@
-import time
 from benchmark.pipelines.base import BasePipeline, PipelineExtractionOutput
 
 
diff --git a/benchmark/runners/runner.py b/benchmark/runners/runner.py
index d6da6c35..6e3b7fbe 100644
--- a/benchmark/runners/runner.py
+++ b/benchmark/runners/runner.py
@@ -1,8 +1,10 @@
-import time
 import json
 import os
+import time
+
 from benchmark.evaluators.accuracy import calculate_accuracy
 
+
 class Runner:
     def __init__(self, pipeline_class, pipeline_name: str):
         self.pipeline = pipeline_class()
diff --git a/benchmark/test_benchmark.py b/benchmark/test_benchmark.py
index 44262287..38fe9404 100644
--- a/benchmark/test_benchmark.py
+++ b/benchmark/test_benchmark.py
@@ -1,9 +1,11 @@
-import os
 import json
+import os
 from datetime import datetime
+
 from benchmark.pipelines.pipeline import Pipeline
 from benchmark.runners.runner import Runner
 
+
 def test_pipeline_execution():
     """
     Standard test executor that finds the available Pipeline class,

From 157e01a12af8f44c984d798b468b8790aa9ceb77 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Thu, 13 Aug 2026 18:25:44 +0200
Subject: [PATCH 82/85] linter errors 2

---
 alembic/env.py                            | 14 +++++++++++---
 alembic/versions/001_initial_schema.py    |  3 ++-
 alembic/versions/002_v1_models.py         |  3 ++-
 app/api/deps.py                           |  4 +++-
 app/api/routes/__init__.py                |  4 ++--
 app/api/routes/forms.py                   | 22 ++++++++++++++--------
 app/api/routes/input.py                   |  3 ++-
 app/api/routes/templates.py               | 16 ++++++++++------
 app/api/schemas/templates.py              |  1 +
 app/core/celery.py                        |  3 ++-
 app/db/init_db.py                         |  2 +-
 app/db/repositories.py                    |  3 ++-
 app/models/__init__.py                    | 10 +++++-----
 app/models/models.py                      |  6 +++---
 app/services/controller.py                |  2 +-
 app/services/external_apis/weather_api.py |  1 -
 app/services/external_apis/zipcode_api.py |  2 +-
 app/services/external_apis_coordinator.py |  3 ++-
 app/services/file_manipulator.py          |  3 ++-
 app/services/filler.py                    |  4 +++-
 app/services/llm.py                       |  4 ++--
 app/tasks/fill.py                         |  7 ++++++-
 app/tasks/purge.py                        |  3 ++-
 tests/conftest.py                         | 17 +++++++++++++----
 tests/test_api.py                         |  4 ++--
 tests/test_deletion.py                    |  2 +-
 tests/test_jobs.py                        |  3 ++-
 tests/test_migrations.py                  |  3 ++-
 tests/test_v1_models.py                   |  1 -
 tests/test_v1_system.py                   |  1 -
 tests/test_v1_voice.py                    |  2 +-
 31 files changed, 100 insertions(+), 56 deletions(-)

diff --git a/alembic/env.py b/alembic/env.py
index dd2f3739..55888cee 100644
--- a/alembic/env.py
+++ b/alembic/env.py
@@ -1,12 +1,20 @@
 from logging.config import fileConfig
 
-from alembic import context
 from sqlalchemy import engine_from_config, pool
-
 from sqlmodel import SQLModel
 
+from alembic import context
 from app.core.config import DATABASE_URL
-from app.models import Extraction, Form, FormSubmission, Incident, Input, Job, Report, Template  # noqa: F401
+from app.models import (  # noqa: F401
+    Extraction,
+    Form,
+    FormSubmission,
+    Incident,
+    Input,
+    Job,
+    Report,
+    Template,
+)
 
 config = context.config
 
diff --git a/alembic/versions/001_initial_schema.py b/alembic/versions/001_initial_schema.py
index 12db15df..04e6a1fc 100644
--- a/alembic/versions/001_initial_schema.py
+++ b/alembic/versions/001_initial_schema.py
@@ -7,10 +7,11 @@
 """
 from collections.abc import Sequence
 
-from alembic import op
 import sqlalchemy as sa
 import sqlmodel
 
+from alembic import op
+
 revision: str = "001"
 down_revision: str | None = None
 branch_labels: str | Sequence[str] | None = None
diff --git a/alembic/versions/002_v1_models.py b/alembic/versions/002_v1_models.py
index 624e5b40..c943e9e8 100644
--- a/alembic/versions/002_v1_models.py
+++ b/alembic/versions/002_v1_models.py
@@ -16,10 +16,11 @@
 
 from collections.abc import Sequence
 
-from alembic import op
 import sqlalchemy as sa
 import sqlmodel
 
+from alembic import op
+
 revision: str = "002"
 down_revision: str | None = "001"
 branch_labels: str | Sequence[str] | None = None
diff --git a/app/api/deps.py b/app/api/deps.py
index 36ec257c..7850dab0 100644
--- a/app/api/deps.py
+++ b/app/api/deps.py
@@ -1,7 +1,9 @@
-from app.db.database import get_session
 from fastapi import Header, Request
+
 from app.core.config import FIREFORM_API_KEY
 from app.core.errors.base import AppError
+from app.db.database import get_session
+
 
 def get_db():
     yield from get_session()
diff --git a/app/api/routes/__init__.py b/app/api/routes/__init__.py
index 2264aee0..d99c8894 100644
--- a/app/api/routes/__init__.py
+++ b/app/api/routes/__init__.py
@@ -1,3 +1,3 @@
-from . import templates, forms
+from . import forms, templates
 
-__all__ = ["templates", "forms"]
+__all__ = ["forms", "templates"]
diff --git a/app/api/routes/forms.py b/app/api/routes/forms.py
index be160291..60b8b577 100644
--- a/app/api/routes/forms.py
+++ b/app/api/routes/forms.py
@@ -1,7 +1,8 @@
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
+
 import requests
-from fastapi import APIRouter, Depends, File, UploadFile, Query
+from fastapi import APIRouter, Depends, File, Query, UploadFile
 from sqlmodel import Session, select
 
 from app.api.deps import get_db, verify_api_key
@@ -11,12 +12,17 @@
     ModelsResponse,
     TranscriptionResponse,
 )
-from app.core.config import OLLAMA_HOST, OLLAMA_MODEL, BASE_DIR, RETENTION_PERIOD_DAYS
-from app.services.whisper import call_whisper_asr
+from app.core.config import BASE_DIR, OLLAMA_HOST, OLLAMA_MODEL, RETENTION_PERIOD_DAYS
 from app.core.errors.base import AppError
-from app.db.repositories import create_form, get_template, get_form_submission, delete_form_submission
+from app.db.repositories import (
+    create_form,
+    delete_form_submission,
+    get_form_submission,
+    get_template,
+)
 from app.models import FormSubmission, Template
 from app.services.controller import Controller
+from app.services.whisper import call_whisper_asr
 
 PROJECT_ROOT = BASE_DIR
 
@@ -175,8 +181,9 @@ def get_submissions(db: Session = Depends(get_db)):
 
 @router.get("/submissions/analytics")
 def get_submissions_analytics(db: Session = Depends(get_db)):
-    from collections import Counter
     import re
+    from collections import Counter
+
     from sqlmodel import select
 
     statement = select(FormSubmission, Template.name).join(
@@ -194,9 +201,8 @@ def get_submissions_analytics(db: Session = Depends(get_db)):
         "the", "and", "a", "of", "to", "in", "is", "that", "it", "was", "for", "on",
         "as", "with", "by", "at", "an", "be", "this", "are", "from", "or", "have",
         "has", "had", "but", "not", "he", "she", "they", "we", "i", "you", "my", "his",
-        "her", "their", "our", "me", "him", "them", "us", "about", "there", "their",
-        "were", "been", "would", "could", "should", "will", "can", "no", "yes", "any",
-        "so", "very", "patient", "presents", "with", "reported", "history", "shows",
+        "her", "their", "our", "me", "him", "them", "us", "about", "there", "were", "been", "would", "could", "should", "will", "can", "no", "yes", "any",
+        "so", "very", "patient", "presents", "reported", "history", "shows",
         "left", "right", "pain", "due", "after", "before", "emergency", "department",
         "medical", "clinical"
     }
diff --git a/app/api/routes/input.py b/app/api/routes/input.py
index 2cd2329c..d0afce64 100644
--- a/app/api/routes/input.py
+++ b/app/api/routes/input.py
@@ -21,7 +21,8 @@
     INPUT_POLL_INTERVAL_SECONDS,
 )
 from app.core.errors.base import AppError
-from app.db.repositories import create_input, get_input as repo_get_input
+from app.db.repositories import create_input
+from app.db.repositories import get_input as repo_get_input
 from app.services.input import InputService
 from app.services.whisper import check_whisper_available
 
diff --git a/app/api/routes/templates.py b/app/api/routes/templates.py
index ee7189aa..d5cd3c2b 100644
--- a/app/api/routes/templates.py
+++ b/app/api/routes/templates.py
@@ -4,21 +4,25 @@
 
 from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
 from fastapi.responses import FileResponse
-from sqlmodel import Session
+from sqlmodel import Session, select
 
 from app.api.deps import get_db, verify_api_key
 from app.api.schemas.templates import (
+    MakeFillableRequest,
+    MakeFillableResponse,
     TemplateCreate,
     TemplateResponse,
     TemplateUploadResponse,
-    MakeFillableRequest,
-    MakeFillableResponse,
 )
 from app.core.config import BASE_DIR, DEFAULT_TEMPLATE_DIR
-from app.db.repositories import create_template, list_templates, get_template, delete_template
-from app.models import Template, FormSubmission, Job
+from app.db.repositories import (
+    create_template,
+    delete_template,
+    get_template,
+    list_templates,
+)
+from app.models import FormSubmission, Job, Template
 from app.services.controller import Controller
-from sqlmodel import select
 
 router = APIRouter(prefix="/templates", tags=["templates"])
 PROJECT_ROOT = BASE_DIR
diff --git a/app/api/schemas/templates.py b/app/api/schemas/templates.py
index df39832b..351b1870 100644
--- a/app/api/schemas/templates.py
+++ b/app/api/schemas/templates.py
@@ -1,5 +1,6 @@
 from pydantic import BaseModel
 
+
 class TemplateCreate(BaseModel):
     name: str
     pdf_path: str
diff --git a/app/core/celery.py b/app/core/celery.py
index a91146f7..e42504b8 100644
--- a/app/core/celery.py
+++ b/app/core/celery.py
@@ -20,7 +20,8 @@
 
 # Optional Celery Beat schedule — runs purge_old_submissions once a day.
 # Enable by running: celery -A app.core.celery beat
-from celery.schedules import crontab  # noqa: E402
+from celery.schedules import crontab
+
 celery_app.conf.beat_schedule = {
     "daily-submission-purge": {
         "task": "purge_old_submissions",
diff --git a/app/db/init_db.py b/app/db/init_db.py
index ebfe09b2..54ba084b 100644
--- a/app/db/init_db.py
+++ b/app/db/init_db.py
@@ -2,10 +2,10 @@
 import logging
 from pathlib import Path
 
-from alembic import command
 from alembic.config import Config
 from sqlmodel import Session, select
 
+from alembic import command
 from app.core.config import DEFAULT_TEMPLATE_DIR
 from app.db.database import engine
 from app.models import FormSubmission, Template  # noqa: F401
diff --git a/app/db/repositories.py b/app/db/repositories.py
index 0935c133..d53b197e 100644
--- a/app/db/repositories.py
+++ b/app/db/repositories.py
@@ -2,7 +2,8 @@
 
 from sqlmodel import Session, select
 
-from app.models import Template, FormSubmission, Job, Input
+from app.models import FormSubmission, Input, Job, Template
+
 
 # Templates
 def create_template(session: Session, template: Template) -> Template:
diff --git a/app/models/__init__.py b/app/models/__init__.py
index bba2eecb..9e736ec7 100644
--- a/app/models/__init__.py
+++ b/app/models/__init__.py
@@ -12,12 +12,12 @@
 )
 
 __all__ = [
-    "Template",
-    "FormSubmission",
-    "Job",
-    "Input",
     "Extraction",
-    "Incident",
     "Form",
+    "FormSubmission",
+    "Incident",
+    "Input",
+    "Job",
     "Report",
+    "Template",
 ]
diff --git a/app/models/models.py b/app/models/models.py
index cb9a5ff7..8358b08d 100644
--- a/app/models/models.py
+++ b/app/models/models.py
@@ -1,9 +1,9 @@
 import uuid as uuid_mod
-from uuid import UUID, uuid4
 from datetime import date, datetime, timezone
+from uuid import UUID, uuid4
 
-from sqlalchemy import Column, JSON
-from sqlmodel import SQLModel, Field
+from sqlalchemy import JSON, Column
+from sqlmodel import Field, SQLModel
 from sqlmodel.sql.sqltypes import AutoString
 
 from app.api.schemas.enums import (
diff --git a/app/services/controller.py b/app/services/controller.py
index cccb62c3..2a9efcbb 100644
--- a/app/services/controller.py
+++ b/app/services/controller.py
@@ -1,5 +1,5 @@
-from app.services.file_manipulator import FileManipulator
 from app.services.external_apis_coordinator import ExternalAPIsCoordinator
+from app.services.file_manipulator import FileManipulator
 
 
 class Controller:
diff --git a/app/services/external_apis/weather_api.py b/app/services/external_apis/weather_api.py
index 61cd04f3..8f0e0ab2 100644
--- a/app/services/external_apis/weather_api.py
+++ b/app/services/external_apis/weather_api.py
@@ -1,5 +1,4 @@
 import openmeteo_requests
-
 import pandas as pd
 import requests_cache
 from retry_requests import retry
diff --git a/app/services/external_apis/zipcode_api.py b/app/services/external_apis/zipcode_api.py
index c1a043a3..094b6d5d 100644
--- a/app/services/external_apis/zipcode_api.py
+++ b/app/services/external_apis/zipcode_api.py
@@ -1,5 +1,5 @@
+from geopy.exc import GeocoderServiceError, GeocoderTimedOut
 from geopy.geocoders import Nominatim
-from geopy.exc import GeocoderTimedOut, GeocoderServiceError
 
 from app.core.logging import get_logger
 
diff --git a/app/services/external_apis_coordinator.py b/app/services/external_apis_coordinator.py
index 07952ab0..1e7654f1 100644
--- a/app/services/external_apis_coordinator.py
+++ b/app/services/external_apis_coordinator.py
@@ -1,5 +1,6 @@
-from app.services.external_apis.zipcode_api import ZipCodeAPI
 from app.services.external_apis.weather_api import WeatherAPI
+from app.services.external_apis.zipcode_api import ZipCodeAPI
+
 
 class ExternalAPIsCoordinator:
     def __init__(self):
diff --git a/app/services/file_manipulator.py b/app/services/file_manipulator.py
index 87142e13..e4267971 100644
--- a/app/services/file_manipulator.py
+++ b/app/services/file_manipulator.py
@@ -1,7 +1,8 @@
 import os
+
+from app.core.logging import get_logger
 from app.services.filler import Filler
 from app.services.llm import LLM
-from app.core.logging import get_logger
 
 logger = get_logger(__name__)
 
diff --git a/app/services/filler.py b/app/services/filler.py
index aec97560..148b2ff6 100644
--- a/app/services/filler.py
+++ b/app/services/filler.py
@@ -1,6 +1,8 @@
+from datetime import datetime
+
 from pdfrw import PdfReader, PdfWriter
+
 from app.services.llm import LLM
-from datetime import datetime
 
 
 class Filler:
diff --git a/app/services/llm.py b/app/services/llm.py
index e2d1639d..85e168c7 100644
--- a/app/services/llm.py
+++ b/app/services/llm.py
@@ -1,7 +1,8 @@
 import json
 import os
+
 import requests
-from requests.exceptions import Timeout, RequestException
+from requests.exceptions import RequestException, Timeout
 
 from app.core.config import OLLAMA_HOST, OLLAMA_MODEL
 from app.core.logging import get_logger
@@ -92,7 +93,6 @@ def add_response_to_json(self, field: str, value: str):
         else:
             self._json[field] = parsed_value
 
-        return
 
 
     def get_data(self):
diff --git a/app/tasks/fill.py b/app/tasks/fill.py
index fc7b3115..61e4cbff 100644
--- a/app/tasks/fill.py
+++ b/app/tasks/fill.py
@@ -3,7 +3,12 @@
 
 from app.core.celery import celery_app
 from app.db.database import get_session
-from app.db.repositories import get_job_by_celery_id, get_template, update_job, create_form
+from app.db.repositories import (
+    create_form,
+    get_job_by_celery_id,
+    get_template,
+    update_job,
+)
 from app.models import FormSubmission
 from app.services.controller import Controller
 
diff --git a/app/tasks/purge.py b/app/tasks/purge.py
index 83256751..0639f525 100644
--- a/app/tasks/purge.py
+++ b/app/tasks/purge.py
@@ -8,12 +8,13 @@
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
 
+from sqlmodel import select
+
 from app.core.celery import celery_app
 from app.core.config import BASE_DIR, RETENTION_PERIOD_DAYS
 from app.db.database import get_session
 from app.db.repositories import delete_form_submission
 from app.models import FormSubmission
-from sqlmodel import select
 
 logger = logging.getLogger(__name__)
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 62fae518..ecdc4e9b 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -5,16 +5,25 @@
 """
 
 import io
-from unittest.mock import patch, MagicMock
+from unittest.mock import MagicMock, patch
 
 import pytest
 from fastapi.testclient import TestClient
 from sqlalchemy.pool import StaticPool
-from sqlmodel import SQLModel, Session, create_engine
+from sqlmodel import Session, SQLModel, create_engine
 
-from app.main import app
 from app.api.deps import get_db
-from app.models import Template, FormSubmission, Job, Input, Extraction, Incident, Form, Report  # noqa: F401 — registers tables
+from app.main import app
+from app.models import (  # noqa: F401 — registers tables
+    Extraction,
+    Form,
+    FormSubmission,
+    Incident,
+    Input,
+    Job,
+    Report,
+    Template,
+)
 
 # ---------------------------------------------------------------------------
 # In-memory database
diff --git a/tests/test_api.py b/tests/test_api.py
index 32104ae7..c794431a 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -6,9 +6,8 @@
 
 from sqlmodel import select
 
-from app.models import Template, FormSubmission
 from app.core.config import API_PREFIX
-
+from app.models import FormSubmission, Template
 
 # ═══════════════════════════════════════════════════════════════════════════
 # DB model sanity
@@ -298,6 +297,7 @@ def test_fill_form_passes_model_override(self, client, mock_controller):
     def test_transcribe_service_unavailable(self, client, monkeypatch):
         """A down whisper service surfaces as a 503, not a 500."""
         import io
+
         import requests
 
         def fake_post(*args, **kwargs):
diff --git a/tests/test_deletion.py b/tests/test_deletion.py
index 0d036dcb..7dcffc40 100644
--- a/tests/test_deletion.py
+++ b/tests/test_deletion.py
@@ -6,8 +6,8 @@
 
 import pytest
 
-from app.models import FormSubmission, Template
 from app.core.config import API_PREFIX
+from app.models import FormSubmission, Template
 
 # ---------------------------------------------------------------------------
 # Helpers
diff --git a/tests/test_jobs.py b/tests/test_jobs.py
index c79e4a42..5c6e06b5 100644
--- a/tests/test_jobs.py
+++ b/tests/test_jobs.py
@@ -1,6 +1,7 @@
 """Tests for async job submission and status endpoints."""
 
-from unittest.mock import patch, MagicMock
+from unittest.mock import MagicMock, patch
+
 from app.core.config import API_PREFIX
 
 
diff --git a/tests/test_migrations.py b/tests/test_migrations.py
index 6c404b80..25c10dc3 100644
--- a/tests/test_migrations.py
+++ b/tests/test_migrations.py
@@ -8,10 +8,11 @@
 """
 
 import pytest
-from alembic import command
 from alembic.config import Config
 from sqlalchemy import create_engine, inspect
 
+from alembic import command
+
 ALEMBIC_INI = "alembic.ini"
 
 
diff --git a/tests/test_v1_models.py b/tests/test_v1_models.py
index 6584ac36..396f537e 100644
--- a/tests/test_v1_models.py
+++ b/tests/test_v1_models.py
@@ -24,7 +24,6 @@
 )
 from app.models import Extraction, Form, Incident, Input, Report
 
-
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
diff --git a/tests/test_v1_system.py b/tests/test_v1_system.py
index b7b8dfcb..d8851213 100644
--- a/tests/test_v1_system.py
+++ b/tests/test_v1_system.py
@@ -12,7 +12,6 @@
 
 import app.api.routes.system as system_mod
 
-
 # ---------------------------------------------------------------------------
 # Low-level helpers
 # ---------------------------------------------------------------------------
diff --git a/tests/test_v1_voice.py b/tests/test_v1_voice.py
index 3c512a52..c911db42 100644
--- a/tests/test_v1_voice.py
+++ b/tests/test_v1_voice.py
@@ -191,7 +191,7 @@ def test_success_input_becomes_ready_with_transcript(self, db, test_engine):
         assert inp.status == InputStatus.ready
         assert inp.transcript == "Incident at Main St, two casualties."
         assert inp.character_count == len("Incident at Main St, two casualties.")
-        assert inp.word_count == len("Incident at Main St, two casualties.".split())
+        assert inp.word_count == len(["Incident", "at", "Main", "St,", "two", "casualties."])
 
     def test_success_job_becomes_completed_with_result_url(self, db, test_engine):
         inp, job = _seed_input_and_job(db)

From cb25b47aac71eba2a7d111fe88b88913915e2523 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 14 Aug 2026 20:39:11 +0200
Subject: [PATCH 83/85] feat: :sparkles: add ics201-208 & 213 pdfs

---
 benchmark/datasets/pdfs/ics_201.pdf  | Bin 0 -> 124725 bytes
 benchmark/datasets/pdfs/ics_202.pdf  | Bin 0 -> 351677 bytes
 benchmark/datasets/pdfs/ics_203.pdf  | Bin 0 -> 63774 bytes
 benchmark/datasets/pdfs/ics_204.pdf  | Bin 0 -> 364179 bytes
 benchmark/datasets/pdfs/ics_205.pdf  | Bin 0 -> 258133 bytes
 benchmark/datasets/pdfs/ics_205a.pdf | Bin 0 -> 55143 bytes
 benchmark/datasets/pdfs/ics_206.pdf  | Bin 0 -> 107649 bytes
 benchmark/datasets/pdfs/ics_207.pdf  | Bin 0 -> 37300 bytes
 benchmark/datasets/pdfs/ics_208.pdf  | Bin 0 -> 143117 bytes
 benchmark/datasets/pdfs/ics_213.pdf  | Bin 0 -> 26863 bytes
 10 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 benchmark/datasets/pdfs/ics_201.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_202.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_203.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_204.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_205.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_205a.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_206.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_207.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_208.pdf
 create mode 100644 benchmark/datasets/pdfs/ics_213.pdf

diff --git a/benchmark/datasets/pdfs/ics_201.pdf b/benchmark/datasets/pdfs/ics_201.pdf
new file mode 100644
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diff --git a/benchmark/datasets/pdfs/ics_202.pdf b/benchmark/datasets/pdfs/ics_202.pdf
new file mode 100644
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diff --git a/benchmark/datasets/pdfs/ics_203.pdf b/benchmark/datasets/pdfs/ics_203.pdf
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diff --git a/benchmark/datasets/pdfs/ics_213.pdf b/benchmark/datasets/pdfs/ics_213.pdf
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HcmV?d00001


From 13806d2b2c410d3b4c69e0a1f083133156c5c4a8 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 14 Aug 2026 20:39:26 +0200
Subject: [PATCH 84/85] refactor: :recycle: delete reference_benchmarks

---
 .../reference_candidates/ics201_1.json        | 172 ------------------
 .../reference_candidates/ics202_1.json        |  47 -----
 2 files changed, 219 deletions(-)
 delete mode 100644 benchmark/datasets/reference_candidates/ics201_1.json
 delete mode 100644 benchmark/datasets/reference_candidates/ics202_1.json

diff --git a/benchmark/datasets/reference_candidates/ics201_1.json b/benchmark/datasets/reference_candidates/ics201_1.json
deleted file mode 100644
index ca27b752..00000000
--- a/benchmark/datasets/reference_candidates/ics201_1.json
+++ /dev/null
@@ -1,172 +0,0 @@
-{
-  "1_incident_name": "Whispering Pines Derailment",
-  "2_incident_number": "US-EPA-R4-2026-0707",
-  "3_date_time_initiated": {
-    "date": "July 07, 2026",
-    "time": "06:30"
-  },
-  "4_map_sketch": {
-    "total_area_of_operations": "1.5-mile radius centered around the intersection of CSX Rail Milepost 142.5 and Highway 411",
-    "incident_site_area": "CSX Rail Milepost 142.5, where seven freight cars (#12 through #18) have jackknifed",
-    "impacted_areas": "Car #14 is releasing Benzene into Whispering Pines Creek at approximately 20 gallons per minute, with visible surface sheening extending 500 meters downstream. Elevated volatile organic compounds are present within a 300-foot downwind plume tracking East-Southeast at 5 miles per hour.",
-    "threatened_areas": "Whispering Pines Nature Reserve Wetlands one mile downstream, the Municipal Water Intake two miles downstream, and an intact liquefied petroleum gas tank car threatened by the adjacent brush fire",
-    "overflight_results": "",
-    "trajectories": "The downwind plume is tracking East-Southeast at 5 miles per hour. Waterborne contamination is moving East at 1.5 knots.",
-    "impacted_shorelines": "Whispering Pines Creek, with visible surface sheening extending 500 meters downstream",
-    "graphics_and_symbology": "North is oriented at the top of the page. County Line Road is closed to public traffic, and the Staging Area is at the County Fairgrounds."
-  },
-  "5_situation_summary_health_safety_briefing": {
-    "situation_summary": "The derailment occurred at 05:45 hours due to a mechanical rail car failure. Seven freight cars jackknifed, and breached tank Car #14 is releasing Benzene into Whispering Pines Creek at an estimated 20 gallons per minute. A secondary 0.5-acre brush fire threatens an adjacent intact liquefied petroleum gas tank car, and law enforcement is executing a mandatory 0.5-mile residential evacuation.",
-    "health_and_safety_hazards": "Toxic Benzene inhalation, dermal exposure, flash fires from pooling product, heavy machinery movement around compromised rail lines, responder heat stress in 88°F weather, and slip-and-trip hazards along steep creek banks.",
-    "necessary_measures": "Maintain a 300-foot Exclusion Zone around the rail cars. Hot Zone containment responders must wear Level B personal protective equipment, including self-contained breathing apparatus and chemical-resistant clothing. Level C protection is authorized for warm zone booming teams only when continuous photoionization detector monitoring confirms volatile organic compound levels below 1 part per million. Firefighters must wear full structural turnout gear with self-contained breathing apparatus. All personnel must pass through the formal wet decontamination corridor at the Warm-to-Cold zone interface before leaving the operational area."
-  },
-  "6_prepared_by": {
-    "name": "Marcus Vance",
-    "position_title": "Initial Planning Section Chief",
-    "signature": "Marcus Vance",
-    "date_time": "July 07, 2026, at 08:00 hours"
-  },
-  "7_current_and_planned_objectives": [
-    "Ensure the life safety of all emergency responders and the public within the perimeter by 09:00 hours.",
-    "Complete the 0.5-mile downwind residential evacuation by 09:30 hours.",
-    "Suppress the brush fire near the liquefied petroleum gas car to eliminate thermal risks by 10:00 hours.",
-    "Deploy effective deflection and underflow containment booming across the creek to protect the water intake.",
-    "Establish a Unified Command structure by 10:30 hours."
-  ],
-  "8_current_and_planned_actions_strategies_tactics": [
-    {
-      "time": "06:00",
-      "actions": "County Fire and Sheriff units were dispatched, and a 500-foot isolation perimeter was established."
-    },
-    {
-      "time": "06:15",
-      "actions": "Local Fire Chief Thomas established command and notified the State Department of Environmental Quality, the Environmental Protection Agency, and CSX Railroad."
-    },
-    {
-      "time": "06:45",
-      "actions": "The Sheriff's Department initiated door-to-door evacuations of 45 homes."
-    },
-    {
-      "time": "07:15",
-      "actions": "Regional Hazmat Team 1 arrived to deploy an air-monitoring grid and inspect the damaged tanks."
-    },
-    {
-      "time": "07:30",
-      "actions": "Engine 41 and Tanker 5 initiated defensive foam applications on the brush fire."
-    },
-    {
-      "time": "07:45",
-      "actions": "Advance teams from the state environmental agency and the railroad arrived to finalize the water-containment strategy."
-    },
-    {
-      "time": "08:15",
-      "actions": "Planned: deploy a specialized spill contractor to place 500 feet of deflection boom at Boom Site 1."
-    },
-    {
-      "time": "08:45",
-      "actions": "Planned: launch a drone overflight to map downstream tracking."
-    },
-    {
-      "time": "09:30",
-      "actions": "Planned: complete the transition to a fully unified command at the Mobile Command Post."
-    }
-  ],
-  "9_current_organization": {
-    "incident_commanders": [
-      "Chief J. Thomas, County Fire",
-      "S. Albright, State Department of Environmental Quality",
-      "D. Miller, CSX Railroad Responsible Party"
-    ],
-    "safety_officer": "Captain R. Mendez",
-    "public_information_officer": "A. Cho, County",
-    "liaison_officer": "Inspector G. Sims, Sheriff's Office",
-    "operations_section_chief": "B. Reynolds, State Department of Environmental Quality",
-    "planning_section_chief": "Marcus Vance",
-    "logistics_section_chief": "K. Dunavan",
-    "finance_administration_section_chief": "",
-    "additional_positions": [
-      {
-        "position": "Hazardous Materials Group Supervisor",
-        "name": "Lieutenant T. Kincaid, Regional Hazmat Team 1"
-      },
-      {
-        "position": "Fire Suppression Division Commander",
-        "name": "Battalion Chief E. Walters"
-      }
-    ]
-  },
-  "10_resource_summary": [
-    {
-      "resource": "Type 1 Hazardous Materials Unit",
-      "resource_identifier": "Regional Hazmat Team 1",
-      "date_time_ordered": "July 07, 2026, at 06:00 hours",
-      "eta": "",
-      "arrived": true,
-      "notes": "Arrived at 07:00 hours and is positioned at the Cold Zone boundary conducting perimeter monitoring and plugging operations."
-    },
-    {
-      "resource": "Fire Engine",
-      "resource_identifier": "County Engine 41",
-      "date_time_ordered": "July 07, 2026, at 05:48 hours",
-      "eta": "",
-      "arrived": true,
-      "notes": "Arrived at 06:00 hours and is actively suppressing the brush fire."
-    },
-    {
-      "resource": "Fire Engine",
-      "resource_identifier": "County Engine 45",
-      "date_time_ordered": "July 07, 2026, at 05:48 hours",
-      "eta": "",
-      "arrived": true,
-      "notes": "Arrived at 06:05 hours and manages critical water supply lines."
-    },
-    {
-      "resource": "Water Tender",
-      "resource_identifier": "County Tanker 5",
-      "date_time_ordered": "July 07, 2026, at 06:02 hours",
-      "eta": "",
-      "arrived": true,
-      "notes": "Arrived at 06:20 hours and provides continuous flow for foam application."
-    },
-    {
-      "resource": "Law Enforcement Units",
-      "resource_identifier": "County Sheriff (4 units)",
-      "date_time_ordered": "July 07, 2026, at 05:48 hours",
-      "eta": "",
-      "arrived": true,
-      "notes": "Arrived at 05:55 hours and are operating traffic checkpoints and roadblocks on Creek Road while supporting evacuations."
-    },
-    {
-      "resource": "Emergency Medical Services Unit",
-      "resource_identifier": "County EMS Unit 12",
-      "date_time_ordered": "July 07, 2026, at 06:00 hours",
-      "eta": "",
-      "arrived": true,
-      "notes": "Arrived at 06:12 hours and is standing by at the Staging Area for responder rehabilitation and medical backup."
-    },
-    {
-      "resource": "Spill Response Team",
-      "resource_identifier": "HEPACO Spill Team A",
-      "date_time_ordered": "July 07, 2026, at 06:45 hours",
-      "eta": "July 07, 2026, at 08:15 hours",
-      "arrived": false,
-      "notes": "En route to deploy 1,000 feet of containment boom and vacuum trucks."
-    },
-    {
-      "resource": "Drone Unit",
-      "resource_identifier": "State DEQ Drone Unit 1",
-      "date_time_ordered": "July 07, 2026, at 07:10 hours",
-      "eta": "July 07, 2026, at 08:30 hours",
-      "arrived": false,
-      "notes": "En route to provide aerial thermal imagery."
-    },
-    {
-      "resource": "Vacuum Truck",
-      "resource_identifier": "CSX contractor TechRad",
-      "date_time_ordered": "July 07, 2026, at 07:15 hours",
-      "eta": "July 07, 2026, at 09:30 hours",
-      "arrived": false,
-      "notes": "En route to begin product offloading from the breached tank car once the scene stabilizes."
-    }
-  ]
-}
diff --git a/benchmark/datasets/reference_candidates/ics202_1.json b/benchmark/datasets/reference_candidates/ics202_1.json
deleted file mode 100644
index 32edc668..00000000
--- a/benchmark/datasets/reference_candidates/ics202_1.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-  "1_incident_name": "Whispering Pines Derailment",
-  "2_operational_period": {
-    "date_from": "July 07, 2026",
-    "date_to": "July 08, 2026",
-    "time_from": "18:00",
-    "time_to": "06:00"
-  },
-  "3_objectives": [
-    "Maintain a zero-incident safety record for all response personnel by enforcing mandatory air monitoring and strict personal protective equipment compliance throughout the night shift.",
-    "Deploy an additional 500 feet of underflow and sorbent booming at designated downstream checkpoints on Whispering Pines Creek by 22:00 hours to intercept any escaping Benzene sheen.",
-    "Complete the structural stabilization and grounding of breached Car #14 by 01:00 hours to prepare the vessel for safe product offloading.",
-    "Establish a continuous, telemetry-linked vapor monitoring perimeter around the eastern residential boundary by 20:00 hours.",
-    "Finalize the morning resource allocation and shift rotation plan by 04:00 hours."
-  ],
-  "4_operational_period_command_emphasis": "Place primary tactical focus on air-monitoring metrics and localized vapor suppression, particularly during the transition into night-shift hours when atmospheric inversion layers can trap hazardous vapors closer to the ground. Prioritize the safety of hazardous materials entry teams working in low-visibility conditions near the creek bed over speed of recovery.",
-  "general_situational_awareness": "Clearing skies are forecast, with the ambient temperature dropping to 62°F by midnight and winds shifting from the Northwest at 3 to 5 miles per hour. Heavy Benzene vapors may accumulate in low-lying drainage ditches and creek pockets east of the derailment site. Remain vigilant for low-visibility hazards, uneven muddy terrain along the banks, and wildlife hazards in the adjacent wetlands.",
-  "5_site_safety_plan_required": true,
-  "approved_site_safety_plans_located_at": "Primary Mobile Command Post inside the Forward Operations Briefing Trailer",
-  "6_incident_action_plan_attachments": {
-    "ics_203": true,
-    "ics_204": true,
-    "ics_205": true,
-    "ics_205a": false,
-    "ics_206": true,
-    "ics_207": false,
-    "ics_208": true,
-    "map_chart": true,
-    "weather_forecast_tides_currents": true,
-    "other_attachments": [
-      "EPA Plume Trajectory Analysis Sheet",
-      "CSX Tank Car Cargo Manifest"
-    ]
-  },
-  "7_prepared_by": {
-    "name": "Marcus Vance",
-    "position_title": "Planning Section Chief",
-    "signature": "Marcus Vance",
-    "date_time": "July 07, 2026, at 16:30 hours"
-  },
-  "8_approved_by_incident_commander": {
-    "name": "Chief J. Thomas of County Fire",
-    "signature": "Chief J. Thomas",
-    "date_time": "July 07, 2026, at 17:00 hours"
-  },
-  "iap_page_number": "1"
-}

From 2378c2615d545922a9907308b39270d4611b4765 Mon Sep 17 00:00:00 2001
From: marcvergees <marcvergessantiago@gmail.com>
Date: Fri, 14 Aug 2026 20:39:40 +0200
Subject: [PATCH 85/85] feat: :sparkles: implementation of pdfs in the runner

---
 benchmark/pipelines/base.py     | 2 +-
 benchmark/pipelines/pipeline.py | 2 +-
 benchmark/runners/runner.py     | 6 ++++--
 3 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/benchmark/pipelines/base.py b/benchmark/pipelines/base.py
index 4abce9ec..e92f9478 100644
--- a/benchmark/pipelines/base.py
+++ b/benchmark/pipelines/base.py
@@ -14,5 +14,5 @@ class BasePipeline(ABC):
     """Base class for all extraction pipelines."""
 
     @abstractmethod
-    def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput: 
+    def run(self, narrative: str, template_schema: dict, pdf_path: str) -> PipelineExtractionOutput: 
         pass
\ No newline at end of file
diff --git a/benchmark/pipelines/pipeline.py b/benchmark/pipelines/pipeline.py
index 44dcf42d..becebbd4 100644
--- a/benchmark/pipelines/pipeline.py
+++ b/benchmark/pipelines/pipeline.py
@@ -2,7 +2,7 @@
 
 
 class Pipeline(BasePipeline):
-    def run(self, narrative: str, template_schema: dict) -> PipelineExtractionOutput:
+    def run(self, narrative: str, template_schema: dict, pdf_path: str) -> PipelineExtractionOutput:
         '''
         You guys should here implement the whole pipeline implementation depending on approach B or C.
 
diff --git a/benchmark/runners/runner.py b/benchmark/runners/runner.py
index 6e3b7fbe..31ecaa17 100644
--- a/benchmark/runners/runner.py
+++ b/benchmark/runners/runner.py
@@ -15,6 +15,7 @@ def run_benchmark(self) -> dict[str, any]:
         narratives_dir = os.path.join(datasets_dir, "narratives")
         ground_truth_dir = os.path.join(datasets_dir, "ground_truth")
         templates_dir = os.path.join(datasets_dir, "templates")
+        pdfs_dir = os.path.join(templates_dir, "pdfs")
 
         results = []
         total_latency = 0.0
@@ -45,8 +46,9 @@ def run_benchmark(self) -> dict[str, any]:
             narrative_path = os.path.join(narratives_dir, narrative_file)
             gt_path = os.path.join(ground_truth_dir, gt_file) if gt_file else ""
             template_path = os.path.join(templates_dir, template_file)
+            pdf_path = os.path.join(pdfs_dir, template_file.replace(".json", ".pdf"))
 
-            if not os.path.exists(gt_path) or not os.path.exists(template_path):
+            if not os.path.exists(gt_path) or not os.path.exists(template_path) or not os.path.exists(pdf_path):
                 continue
 
             with open(narrative_path, "r") as f:
@@ -62,7 +64,7 @@ def run_benchmark(self) -> dict[str, any]:
                 template_schema = json.load(f)
 
             start_time = time.time()
-            output = self.pipeline.run(narrative_text, template_schema)
+            output = self.pipeline.run(narrative_text, template_schema, pdf_path)
             latency = time.time() - start_time
             total_latency += latency