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Always in a git rebase --interactive with life.
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Always in a git rebase --interactive with life.

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LukeSantossz/README.md

AI Engineer building LLM agents, RAG systems and AI guardrails & evaluation. I work on the part after the model works: grounding, verification, and the limits that keep it honest.

Open to remote roles, international or Brazil-based · GMT-3

Open source

What it is Proof Stack
sb100_agents Self-hostable RAG API that scores its own confidence Agent gate calibrated to 96.7% / 3.3% TPR-FPR · 370 tests, 90% line coverage · 15 ADRs Python FastAPI Qdrant Ollama LangGraph
tweet-sentiment Sentiment classification fine-tuned end to end 0.887 macro F1, +51.9% over the frozen-features baseline · 4.1x faster Rust preprocessing at 1M tweets Python Rust PyTorch Polars
weather-forecast scikit-learn model running in the browser Matched to 1e-6 against Python · 200-tree forest serialized and traversed in TypeScript · test-first across 20+ features, traceable in the log Python TypeScript LightGBM
visiosoil-app Soil texture from a photo, fully offline 3rd of 1,300+ at FETEPS 2025 · poster at ICPA/ConBAP 2026 · 26 on-device descriptors, resampling byte-identical to Pillow · 992 Dart + 810 Python tests Flutter Dart scikit-learn
my-framework Engineering standards, enforced inside AI agents v0.8.0 · 7 quality gates · 21 Go test packages Bash Node.js GitHub Actions
AutoMQ #3261 Accepted contribution to a Kafka-compatible streaming platform Response-size validation so a request/response mismatch fails cleanly instead of crashing, shipped with 157 lines of tests Java

Built on teams

Closed source. Numbers come from my own commits in those repositories.

What it is Proof Stack
Agent code-generation platform Idea in, verified application out Replaced an LLM-driven loop with a deterministic 4-wave scheduler (up to 12 agent phases; 12/14 E2E runs approved) · security gate blocked 21/21 severe findings in a 22-project pilot · 9-layer guardrails · auto-repair fixed 14/21 gate failures Python LangGraph Semgrep Trivy Cloud Run
AI college-admissions advisor (early-stage U.S. edtech startup) Grounded answers over ~1,800 institutions Hybrid retrieval over pgvector · refuse-before-call gate and post-answer verifier · CI footprint ~9x smaller · 561 tests at launch Python FastAPI pgvector Anthropic

My AI Engineering Stack

Agents & Orchestration

RAG & Retrieval

ML & Inference

Backend & Data

Cloud Data

Infra & Quality

GitHub Activity

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  1. tweet-sentiment-analysis tweet-sentiment-analysis Public

    A Natural Language Processing (NLP) project focused on Exploratory Data Analysis (EDA) and sentiment classification of Twitter data using Machine Learning.

    Python

  2. visiosoil-app visiosoil-app Public

    Mobile app built with Flutter and Dart, integrating Machine Learning and Computer Vision for real-time soil texture classification

    Dart

  3. sb100_agents sb100_agents Public

    RAG-based agricultural Q&A system using FastAPI, Qdrant vector database, and Ollama LLM for semantic document retrieval and response generation from PDF knowledge bases.

    Python 1 3

  4. weather-forecast weather-forecast Public

    Global daily-mean temperature forecasting: 0.27 °C RMSE on a leakage-free 30-day holdout, built from 211 countries' readings. Gradient boosting plus ARIMA/SARIMA/Prophet baselines in an inverse-RMS…

    Python