From bf3da2aca2a9cd9ed8cb84c685d2a402855033d0 Mon Sep 17 00:00:00 2001
From: "itarun.p" <itarun.p@somapait.com>
Date: Thu, 20 Aug 2026 17:12:50 +0700
Subject: [PATCH] feat(hermes): consume authoritative local costs

---
 CLAUDE.md                                     |   7 +-
 CONTRIBUTING.md                               |   2 +-
 README.md                                     |   2 +-
 agent-os/standards/global/privacy-boundary.md |   2 +-
 dashboard/src/lib/model-breakdown.ts          |   3 +
 .../proposal.md                               |  38 +++++++
 openwiki-facts/source-facts.json              |  72 ++++++-------
 openwiki/README.md                            |   2 +-
 openwiki/architecture/dataflow.md             |  13 ++-
 openwiki/local-api.md                         |  14 +++
 openwiki/parsers-and-sync.md                  |  14 +++
 openwiki/quickstart.md                        |   2 +-
 src/lib/local-api.js                          |  45 ++++++--
 src/lib/pricing/seed-snapshot.json            |   2 +-
 src/lib/rollout.js                            |  95 +++++++++++++++--
 test/agent-standards.test.js                  |   6 +-
 test/hermes-reconciliation-local-api.test.js  |  62 +++++++++++
 test/model-breakdown.test.js                  |  24 +++++
 test/rollout-parser.test.js                   | 100 ++++++++++++++++--
 19 files changed, 428 insertions(+), 77 deletions(-)
 create mode 100644 openspec/changes/issue-184-hermes-authoritative-cost/proposal.md

diff --git a/CLAUDE.md b/CLAUDE.md
index 10253b405..49197db45 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -78,7 +78,7 @@ total_tokens                  = input + output + cache_creation + cache_read + r
                                 expectedTotal() in src/lib/queue-compact.js.
 ```
 
-**Cost is computed from `input_tokens + output_tokens + cached_input_tokens + cache_creation_input_tokens + reasoning_output_tokens` only — never `total_tokens`** (`computeRowCost` in `src/lib/pricing/index.js`). If a new provider only fills `total_tokens` with input=0/output=0, the dashboard renders **$0 cost** regardless of pricing entries. Distribute the total across columns or extend `computeRowCost`.
+**Cost is normally computed from `input_tokens + output_tokens + cached_input_tokens + cache_creation_input_tokens + reasoning_output_tokens` only — never `total_tokens`** (`computeRowCost` in `src/lib/pricing/index.js`). The bounded exception is a compatible Hermes row explicitly marked `cost_provenance=hermes-actual`, where local API aggregates use its `actual_cost_usd` instead of model pricing. If a new provider only fills `total_tokens` with input=0/output=0, the dashboard renders **$0 cost** regardless of pricing entries. Distribute the total across columns or extend `computeRowCost`.
 
 ### Queue entry
 
@@ -96,6 +96,11 @@ total_tokens                  = input + output + cache_creation + cache_read + r
 
 UTC, half-hour buckets, append-only — readers take the latest entry per `(source, model, hour_start)`.
 
+Hermes rows may additionally include `actual_cost_usd` and
+`cost_provenance: "hermes-actual"`, but only when every contributing local
+Hermes task explicitly reports `cost_status=actual`. Unknown, estimated,
+partial, older-schema, and pre-existing buckets retain normal model pricing.
+
 ### Project-wide
 
 - CommonJS in `src/`, ESM + TypeScript strict in `dashboard/`. No mixing.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index f8a17ace6..3a8eed4d3 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -80,7 +80,7 @@ Look at how Claude Code, Codex, or Gemini are wired in for reference — they're
 
 ## Privacy Rule (non-negotiable)
 
-TokenTracker processes **usage metadata only**: source, model, token and conversation counts, timestamps, and derived cost. The queue stores source, model, counts, and timestamps. Derived cost is not stored in the queue and may be cached in browser localStorage. Never log, store, transmit, or print prompts, responses, message bodies, or private user-code paths. Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads. If your change touches a parser, double-check this boundary.
+TokenTracker processes **usage metadata only**: source, model, token and conversation counts, timestamps, and derived cost. The queue stores source, model, counts, and timestamps. Derived cost normally comes from local model pricing and may be cached in browser localStorage; a compatible Hermes row explicitly marked `hermes-actual` may carry its local actual-cost amount instead. Never log, store, transmit, or print prompts, responses, message bodies, or private user-code paths. Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads. If your change touches a parser, double-check this boundary.
 
 ## Releasing (maintainers only)
 
diff --git a/README.md b/README.md
index 4480f3b08..4c3ea8f97 100644
--- a/README.md
+++ b/README.md
@@ -74,7 +74,7 @@ Historical Swift and C# source remains in the repository as an unsupported archi
 - 🔒 **Your usage data never leaves your machine.** Usage metadata only — source, model, token and conversation counts, timestamps, and derived cost; never prompts, responses, message bodies, or private user-code paths. No account, no telemetry, no analytics, no phone-home. TokenTracker does make documented outbound calls *on your behalf* (for example model prices, provider authentication/quotas, and opt-in tools); none upload token-usage metadata.
 - 📊 **One calm web dashboard.** Your whole picture in the browser at a local URL, no login — light or dark, auto-refreshing while the tab is open. [What's on it ↓](#-the-dashboard)
 - 📈 **Quota at a glance, on every card.** Live plan-quota usage (e.g. 5h + weekly) as color-coded chips right on each provider's card — see how close you are to your limits without leaving the overview. Where the provider reports countable units you get the actual number rather than a percentage to convert in your head: GitHub Copilot reads `158/300` premium requests. Full windows + reset countdowns on the Limits page. Covers Claude, Codex, Cursor, Gemini, Kimi, Z.AI, Kiro, Copilot, and Antigravity.
-- 💰 **Cost you can trust — and a price tag when it can't.** 2,200+ models priced from [LiteLLM](https://github.com/BerriAI/litellm) (refreshed daily) with a bundled offline snapshot, so USD totals are right even without a network. A model too new to have a price is badged **pricing missing** rather than quietly counted as $0, and prices refresh in the background instead of waiting for a restart. Cross-provider records are de-duplicated to match each provider's own billing.
+- 💰 **Cost you can trust — and a price tag when it can't.** 2,200+ models priced from [LiteLLM](https://github.com/BerriAI/litellm) (refreshed daily) with a bundled offline snapshot, so USD totals are right even without a network. When Hermes has already persisted an explicitly actual per-model amount, the local dashboard uses that amount instead of guessing from the alias; it remains gateway-calculated, not a provider invoice. A model too new to have a price is badged **pricing missing** rather than quietly counted as $0, and prices refresh in the background instead of waiting for a restart. Cross-provider records are de-duplicated to match each provider's own billing.
 - 🔌 **20+ tools, zero config.** Claude Code, Codex, Cursor, Gemini, Copilot, Antigravity, OpenCode, Kiro, Zed, Goose, and more — auto-detected, hooks auto-install on first run. Zero to dashboard in ~30 seconds.
 - 🧩 **Skills tab.** Syncs 250+ public skills across your tools.
 
diff --git a/agent-os/standards/global/privacy-boundary.md b/agent-os/standards/global/privacy-boundary.md
index 6768f14bf..f9dfbcac8 100644
--- a/agent-os/standards/global/privacy-boundary.md
+++ b/agent-os/standards/global/privacy-boundary.md
@@ -14,7 +14,7 @@ Changing parsers, fixtures, logs, diagnostics, queue rows, local API responses,
 ## Required behavior
 
 - Permit required usage metadata: source, model, token and conversation counts, timestamps, and derived cost.
-- Derived cost is not stored in the queue and may be cached in browser localStorage.
+- Derived cost normally is not stored in the queue and may be cached in browser localStorage. A compatible Hermes row explicitly marked `hermes-actual` may carry its local actual-cost amount; TokenTracker does not query the gateway for it.
 - Never persist or expose private content: prompts, responses, message bodies, or private user-code paths.
 - Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads.
 - Use real but anonymized fixtures; remove content fields and identifying paths before committing them.
diff --git a/dashboard/src/lib/model-breakdown.ts b/dashboard/src/lib/model-breakdown.ts
index 48c2a9a66..18b1ac671 100644
--- a/dashboard/src/lib/model-breakdown.ts
+++ b/dashboard/src/lib/model-breakdown.ts
@@ -98,6 +98,8 @@ export function buildFleetData(modelBreakdown: any, { copyFn }: AnyRecord = {})
           // genuinely free one, which is why isKnownZeroCostModel exists; it
           // stays as the fallback for responses from an older server.
           const pricingTier = typeof model?.pricing_tier === "string" ? model.pricing_tier : null;
+          const costProvenance =
+            typeof model?.cost_provenance === "string" ? model.cost_provenance : null;
           const pricingMissing = pricingTier
             ? UNPRICED_PRICING_TIERS.has(pricingTier) && modelTokens > 0
             : modelTokens > 0 && (modelCost == null || modelCost <= 0) && !isKnownZeroCostModel(name);
@@ -109,6 +111,7 @@ export function buildFleetData(modelBreakdown: any, { copyFn }: AnyRecord = {})
             usage: modelTokens,
             cost: modelCost,
             pricingTier,
+            costProvenance,
             pricingMissing,
             pricingFuzzy,
           };
diff --git a/openspec/changes/issue-184-hermes-authoritative-cost/proposal.md b/openspec/changes/issue-184-hermes-authoritative-cost/proposal.md
new file mode 100644
index 000000000..43117f8e5
--- /dev/null
+++ b/openspec/changes/issue-184-hermes-authoritative-cost/proposal.md
@@ -0,0 +1,38 @@
+# Issue #184: Consume Hermes authoritative cost
+
+## Decision
+
+**Decision loop:** In-the-Loop. The owner selected this Phase 1 boundary on 2026-08-20.
+
+TokenTracker will consume already-persisted per-model Hermes cost attribution from local `state.db`. It will not contact LiteLLM, hold a gateway credential, query `LiteLLM_SpendLogs`, or infer client ownership from a logical route and time window.
+
+## Motivation
+
+Logical gateway aliases can resolve through TokenTracker's generic fuzzy price even when Hermes later records an authoritative per-model cost. The dashboard must prefer the persisted authoritative amount when Hermes explicitly labels it actual, while retaining the current local estimate for absent, unknown, or estimated attribution.
+
+## Scope
+
+- Read compatible `actual_cost_usd`, `estimated_cost_usd`, `cost_status`, and `cost_source` columns from Hermes `session_model_usage`.
+- Persist cost deltas with the existing local Hermes queue rows and latest-wins bucket semantics.
+- Prefer an explicit Hermes `cost_status=actual` value for affected cost aggregates and expose cost provenance in the local API/dashboard model data.
+- Preserve the existing behavior for older Hermes schemas and non-authoritative rows.
+
+## Non-goals
+
+- Direct LiteLLM API/PostgreSQL/export collection.
+- Gateway credentials, request IDs, key aliases, spend-log correlation, or remote-network calls.
+- Rewriting historical queue rows to retrospectively replace estimates.
+- Project-level cost attribution beyond the existing local project queue contract.
+
+## Acceptance criteria
+
+1. A compatible Hermes row with `cost_status=actual` contributes its persisted `actual_cost_usd` instead of a LiteLLM fuzzy estimate.
+2. A missing, unknown, or estimated Hermes cost retains the existing TokenTracker estimate and pricing tier.
+3. A second incremental read is idempotent, and a later cumulative cost increase contributes only its delta.
+4. The usage summary, daily aggregation, and model breakdown agree on the selected cost source.
+5. The API exposes a non-secret provenance classification; it does not expose Hermes session IDs, prompts, credential values, request bodies, or gateway identifiers.
+6. Older Hermes schemas without cost columns remain readable.
+
+## Follow-up dependency
+
+A separate Hermes/gateway change must populate `actual_cost_usd` and `cost_status=actual` from a trusted per-call source before this feature can show live authoritative gateway cost. The current local Hermes database reports only `unknown`/`none` cost attribution.
diff --git a/openwiki-facts/source-facts.json b/openwiki-facts/source-facts.json
index 13779a844..9686e0eb6 100644
--- a/openwiki-facts/source-facts.json
+++ b/openwiki-facts/source-facts.json
@@ -44,7 +44,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1012",
+        "evidence": "src/lib/local-api.js:1026",
         "mutation": false
       },
       {
@@ -53,7 +53,7 @@
           "GET",
           "HEAD"
         ],
-        "evidence": "src/lib/local-api.js:1026",
+        "evidence": "src/lib/local-api.js:1040",
         "mutation": false
       },
       {
@@ -62,7 +62,7 @@
           "GET",
           "HEAD"
         ],
-        "evidence": "src/lib/local-api.js:1097",
+        "evidence": "src/lib/local-api.js:1111",
         "mutation": false
       },
       {
@@ -70,7 +70,7 @@
         "methods": [
           "POST"
         ],
-        "evidence": "src/lib/local-api.js:1201",
+        "evidence": "src/lib/local-api.js:1215",
         "mutation": true
       },
       {
@@ -78,7 +78,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1231",
+        "evidence": "src/lib/local-api.js:1245",
         "mutation": false
       },
       {
@@ -86,7 +86,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1242",
+        "evidence": "src/lib/local-api.js:1256",
         "mutation": false
       },
       {
@@ -94,7 +94,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1327",
+        "evidence": "src/lib/local-api.js:1341",
         "mutation": false
       },
       {
@@ -102,7 +102,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1338",
+        "evidence": "src/lib/local-api.js:1352",
         "mutation": false
       },
       {
@@ -110,7 +110,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1406",
+        "evidence": "src/lib/local-api.js:1420",
         "mutation": false
       },
       {
@@ -118,7 +118,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1485",
+        "evidence": "src/lib/local-api.js:1510",
         "mutation": false
       },
       {
@@ -126,7 +126,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1531",
+        "evidence": "src/lib/local-api.js:1556",
         "mutation": false
       },
       {
@@ -134,7 +134,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1544",
+        "evidence": "src/lib/local-api.js:1569",
         "mutation": false
       },
       {
@@ -142,7 +142,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1554",
+        "evidence": "src/lib/local-api.js:1579",
         "mutation": false
       },
       {
@@ -150,7 +150,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1564",
+        "evidence": "src/lib/local-api.js:1589",
         "mutation": false
       },
       {
@@ -159,7 +159,7 @@
           "GET",
           "POST"
         ],
-        "evidence": "src/lib/local-api.js:1598",
+        "evidence": "src/lib/local-api.js:1623",
         "mutation": true
       },
       {
@@ -167,7 +167,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1747",
+        "evidence": "src/lib/local-api.js:1772",
         "mutation": false
       },
       {
@@ -175,7 +175,7 @@
         "methods": [
           "GET"
         ],
-        "evidence": "src/lib/local-api.js:1775",
+        "evidence": "src/lib/local-api.js:1800",
         "mutation": false
       }
     ]
@@ -243,79 +243,79 @@
       },
       {
         "name": "parseOpencodeDbIncremental",
-        "evidence": "src/lib/rollout.js:2615"
+        "evidence": "src/lib/rollout.js:2644"
       },
       {
         "name": "parseCursorApiIncremental",
-        "evidence": "src/lib/rollout.js:2804"
+        "evidence": "src/lib/rollout.js:2833"
       },
       {
         "name": "parseKiroIncremental",
-        "evidence": "src/lib/rollout.js:3062"
+        "evidence": "src/lib/rollout.js:3091"
       },
       {
         "name": "parseHermesIncremental",
-        "evidence": "src/lib/rollout.js:3648"
+        "evidence": "src/lib/rollout.js:3699"
       },
       {
         "name": "parseKiroCliIncremental",
-        "evidence": "src/lib/rollout.js:4320"
+        "evidence": "src/lib/rollout.js:4403"
       },
       {
         "name": "parseKimiIncremental",
-        "evidence": "src/lib/rollout.js:4965"
+        "evidence": "src/lib/rollout.js:5048"
       },
       {
         "name": "parseKimiCodeIncremental",
-        "evidence": "src/lib/rollout.js:5156"
+        "evidence": "src/lib/rollout.js:5239"
       },
       {
         "name": "parseCodebuddyIncremental",
-        "evidence": "src/lib/rollout.js:5380"
+        "evidence": "src/lib/rollout.js:5463"
       },
       {
         "name": "parseRoocodeIncremental",
-        "evidence": "src/lib/rollout.js:5883"
+        "evidence": "src/lib/rollout.js:5966"
       },
       {
         "name": "parseZedIncremental",
-        "evidence": "src/lib/rollout.js:6200"
+        "evidence": "src/lib/rollout.js:6283"
       },
       {
         "name": "parseGooseIncremental",
-        "evidence": "src/lib/rollout.js:6517"
+        "evidence": "src/lib/rollout.js:6600"
       },
       {
         "name": "parseDroidIncremental",
-        "evidence": "src/lib/rollout.js:6915"
+        "evidence": "src/lib/rollout.js:6998"
       },
       {
         "name": "parseKilocodeIncremental",
-        "evidence": "src/lib/rollout.js:7162"
+        "evidence": "src/lib/rollout.js:7245"
       },
       {
         "name": "parseOmpIncremental",
-        "evidence": "src/lib/rollout.js:7298"
+        "evidence": "src/lib/rollout.js:7381"
       },
       {
         "name": "parsePiIncremental",
-        "evidence": "src/lib/rollout.js:7551"
+        "evidence": "src/lib/rollout.js:7634"
       },
       {
         "name": "parseCraftIncremental",
-        "evidence": "src/lib/rollout.js:7835"
+        "evidence": "src/lib/rollout.js:7918"
       },
       {
         "name": "parseCopilotIncremental",
-        "evidence": "src/lib/rollout.js:8199"
+        "evidence": "src/lib/rollout.js:8282"
       },
       {
         "name": "parseGrokBuildIncremental",
-        "evidence": "src/lib/rollout.js:8665"
+        "evidence": "src/lib/rollout.js:8748"
       },
       {
         "name": "parseAntigravityIncremental",
-        "evidence": "src/lib/rollout.js:8837"
+        "evidence": "src/lib/rollout.js:8920"
       }
     ]
   }
diff --git a/openwiki/README.md b/openwiki/README.md
index 47434e696..909e636b2 100644
--- a/openwiki/README.md
+++ b/openwiki/README.md
@@ -42,7 +42,7 @@ flowchart TD
 ```
 
 The runtime processes usage metadata — source, model, token and conversation counts, timestamps, and derived cost.
-The queue stores the usage fields and timestamps; derived cost is computed downstream, not stored in the queue.
+The queue stores usage fields and timestamps. Cost is normally computed downstream; a compatible Hermes row explicitly marked `hermes-actual` may also carry its local actual-cost amount, and TokenTracker does not query the gateway for it.
 Never persist prompts, responses, message bodies, or private user-code paths.
 Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads.
 
diff --git a/openwiki/architecture/dataflow.md b/openwiki/architecture/dataflow.md
index 84dc180a1..c2e4646bc 100644
--- a/openwiki/architecture/dataflow.md
+++ b/openwiki/architecture/dataflow.md
@@ -23,8 +23,9 @@ the loopback server binds to `127.0.0.1`, and no usage data leaves the host.
   or private user-code paths. Credentials are used only for declared provider
   authentication or quota flows and their credential files; never place them in
   TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated
-  outbound payloads. Derived cost is computed downstream;
-  it is not stored in the queue.
+  outbound payloads. Derived cost is normally computed downstream; a compatible
+  Hermes row explicitly marked `hermes-actual` may carry its local actual-cost
+  amount without any gateway request.
 ```
 
 ## Level 1 data-flow
@@ -89,7 +90,7 @@ the loopback server binds to `127.0.0.1`, and no usage data leaves the host.
 | (C) | Parsed usage records | Raw provider fields are normalized into the queue columns. |
 | (D) | Queue entries | Appended to the queue, bucketed into UTC half-hour windows. |
 | (E) | Dedup read | Readers keep the latest entry per `(source, model, hour_start)`. |
-| (F) | Model pricing rates | Seeded separately from the queue; cost is derived, not stored in the queue. |
+| (F) | Cost source | Cost is normally derived from model pricing seeded separately from the queue and billable columns. A Hermes row explicitly marked `hermes-actual` carries its persisted actual cost locally and takes precedence for that row; TokenTracker does not contact the gateway for it. |
 | (G) | Usage + cost JSON | Served over the loopback `/functions/` endpoints to `dashboard/src/lib/api.ts`. |
 
 ## Data stores
@@ -106,6 +107,8 @@ The parse step (1.0) is the trust boundary. Everything downstream handles usage
 metadata — source, model, token and conversation counts, timestamps, and derived cost.
 Never persist prompts, responses, message bodies, or private user-code paths.
 Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads. The queue columns and content exclusions are defined in `CLAUDE.md`;
-cost is computed from the individual billable columns in `src/lib/pricing/`, never
-stored in the queue or derived from `total_tokens`.
+cost normally comes from the individual billable columns in `src/lib/pricing/`,
+never from `total_tokens`. The bounded exception is a Hermes row explicitly
+marked `hermes-actual`: its locally persisted `actual_cost_usd` is used without
+calling a gateway or retaining gateway credentials.
 See [Parsers and sync](../parsers-and-sync.md) and [Local API](../local-api.md).
diff --git a/openwiki/local-api.md b/openwiki/local-api.md
index 98b8276d5..9e6ce6f07 100644
--- a/openwiki/local-api.md
+++ b/openwiki/local-api.md
@@ -151,6 +151,20 @@ its TTL, triggers a single-flight background refresh; `refreshing`, `stale`, and
 is discarded rather than installed, so a failed refresh never replaces good
 prices with an older snapshot's.
 
+### Hermes authoritative cost
+
+Cost normally comes from the model matcher. For a Hermes queue row carrying
+`cost_provenance: "hermes-actual"`, local aggregates use `actual_cost_usd`
+instead. Model-breakdown
+returns `pricing_tier: "hermes:actual"` and `cost_provenance: "hermes-actual"`;
+these rows do not enter `unpriced_models` or `fuzzy_priced_models`. This is the
+amount Hermes persisted as actual for that per-model usage, not an upstream
+provider invoice and not a direct LiteLLM spend-log query by TokenTracker.
+
+Rows without that exact provenance keep the existing matcher behavior. Mixed
+model windows remain explicitly labelled `mixed` in the model breakdown rather
+than being silently promoted to authoritative.
+
 ## Related modules
 
 - `src/lib/pricing/` resolves model pricing used by local aggregations.
diff --git a/openwiki/parsers-and-sync.md b/openwiki/parsers-and-sync.md
index ff1a022f6..543f4176e 100644
--- a/openwiki/parsers-and-sync.md
+++ b/openwiki/parsers-and-sync.md
@@ -22,6 +22,20 @@ adding a parser to the real sync path or changing aggregation behavior.
 Parser changes must preserve those meanings. A parser that only supplies
 `total_tokens` cannot produce a correct model cost without further normalization.
 
+## Hermes authoritative-cost handoff
+
+When a compatible Hermes `session_model_usage` row explicitly reports
+`cost_status=actual`, TokenTracker carries its cumulative `actual_cost_usd`
+delta into the matching local half-hour bucket and labels the emitted row
+`cost_provenance=hermes-actual`. This is a local state-db handoff, not a
+LiteLLM API or database collector: TokenTracker neither holds gateway
+credentials nor correlates request logs in this path.
+
+Older Hermes schemas, `unknown`/estimated rows, and pre-existing queue buckets
+continue through the normal TokenTracker price resolver. A historical bucket is
+not relabelled actual merely because a later row carries a cost; that fail-closed
+rule avoids replacing an unknown portion of past usage with a partial amount.
+
 ## Change checklist
 
 1. Read the matching parser and its fixture-based tests under `test/`.
diff --git a/openwiki/quickstart.md b/openwiki/quickstart.md
index f6329d2fa..06dc1598a 100644
--- a/openwiki/quickstart.md
+++ b/openwiki/quickstart.md
@@ -37,7 +37,7 @@ Tool logs and hooks -> src/lib/rollout.js -> local queue files
     -> src/lib/local-api.js -> dashboard/dist -> browser on localhost
 ```
 
-The data contract is usage metadata only — source, model, token and conversation counts, timestamps, and derived cost. Never add prompts, responses, message bodies, or private user-code paths to the queue or documentation. Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads. Derived cost is computed downstream and is not stored in the queue.
+The data contract is usage metadata only — source, model, token and conversation counts, timestamps, and derived cost. Never add prompts, responses, message bodies, or private user-code paths to the queue or documentation. Credentials are used only for declared provider authentication or quota flows and their credential files; never place them in TokenTracker queues, logs, fixtures, diagnostics, API responses, or unrelated outbound payloads. Derived cost normally comes from local model pricing; a compatible Hermes row explicitly marked `hermes-actual` may carry its local actual-cost amount without a gateway request.
 
 ## Common entry points
 
diff --git a/src/lib/local-api.js b/src/lib/local-api.js
index ae2a745b4..11a8b4b5c 100644
--- a/src/lib/local-api.js
+++ b/src/lib/local-api.js
@@ -201,6 +201,20 @@ function normalizeQueueRow(row) {
   return normalized;
 }
 
+function hasHermesAuthoritativeCost(row) {
+  const cost = Number(row?.actual_cost_usd);
+  return (
+    String(row?.source || "").toLowerCase() === "hermes" &&
+    row?.cost_provenance === "hermes-actual" &&
+    Number.isFinite(cost) &&
+    cost >= 0
+  );
+}
+
+function resolveQueueRowCost(row) {
+  return hasHermesAuthoritativeCost(row) ? Number(row.actual_cost_usd) : computeRowCost(row);
+}
+
 function readQueueData(queuePath) {
   let raw;
   try {
@@ -278,7 +292,7 @@ function aggregateByDay(rows, timeZoneContext = null) {
     const a = byDay.get(day);
     a.total_tokens += row.total_tokens || 0;
     a.billable_total_tokens += row.billable_total_tokens ?? row.total_tokens ?? 0;
-    a.total_cost_usd += computeRowCost(row);
+    a.total_cost_usd += resolveQueueRowCost(row);
     a.input_tokens += row.input_tokens || 0;
     a.output_tokens += row.output_tokens || 0;
     a.cached_input_tokens += row.cached_input_tokens || 0;
@@ -502,7 +516,7 @@ function aggregateHourlyByDay(rows, dayKey, timeZoneContext) {
     const bucket = byHour.get(hourKey);
     bucket.total_tokens += row.total_tokens || 0;
     bucket.billable_total_tokens += row.total_tokens || 0;
-    bucket.total_cost_usd += computeRowCost(row);
+    bucket.total_cost_usd += resolveQueueRowCost(row);
     bucket.input_tokens += row.input_tokens || 0;
     bucket.output_tokens += row.output_tokens || 0;
     bucket.cached_input_tokens += row.cached_input_tokens || 0;
@@ -1418,8 +1432,10 @@ function createLocalApiHandler({ queuePath }) {
       for (const row of rows) {
         const src = row.source || "unknown";
         const mdl = row.model || "unknown";
+        const rowCost = resolveQueueRowCost(row);
+        const rowUsesAuthoritativeCost = hasHermesAuthoritativeCost(row);
         if (!bySource.has(src))
-          bySource.set(src, { source: src, source_scope: getSourceScope(src), totals: { total_tokens: 0, billable_total_tokens: 0, input_tokens: 0, output_tokens: 0, cached_input_tokens: 0, cache_creation_input_tokens: 0, reasoning_output_tokens: 0, total_cost_usd: "0" }, models: new Map() });
+          bySource.set(src, { source: src, source_scope: getSourceScope(src), totals: { total_tokens: 0, billable_total_tokens: 0, input_tokens: 0, output_tokens: 0, cached_input_tokens: 0, cache_creation_input_tokens: 0, reasoning_output_tokens: 0, total_cost_usd: 0 }, models: new Map() });
         const sa = bySource.get(src);
         sa.totals.total_tokens += row.total_tokens || 0;
         sa.totals.billable_total_tokens += row.billable_total_tokens ?? row.total_tokens ?? 0;
@@ -1428,8 +1444,9 @@ function createLocalApiHandler({ queuePath }) {
         sa.totals.cached_input_tokens += row.cached_input_tokens || 0;
         sa.totals.cache_creation_input_tokens += row.cache_creation_input_tokens || 0;
         sa.totals.reasoning_output_tokens += row.reasoning_output_tokens || 0;
+        sa.totals.total_cost_usd += rowCost;
         if (!sa.models.has(mdl))
-          sa.models.set(mdl, { model: mdl, model_id: mdl, totals: { total_tokens: 0, billable_total_tokens: 0, input_tokens: 0, output_tokens: 0, cached_input_tokens: 0, cache_creation_input_tokens: 0, reasoning_output_tokens: 0, total_cost_usd: "0" } });
+          sa.models.set(mdl, { model: mdl, model_id: mdl, authoritative_cost_rows: 0, estimated_cost_rows: 0, totals: { total_tokens: 0, billable_total_tokens: 0, input_tokens: 0, output_tokens: 0, cached_input_tokens: 0, cache_creation_input_tokens: 0, reasoning_output_tokens: 0, total_cost_usd: 0 } });
         const ma = sa.models.get(mdl);
         ma.totals.total_tokens += row.total_tokens || 0;
         ma.totals.billable_total_tokens += row.billable_total_tokens ?? row.total_tokens ?? 0;
@@ -1438,22 +1455,30 @@ function createLocalApiHandler({ queuePath }) {
         ma.totals.cached_input_tokens += row.cached_input_tokens || 0;
         ma.totals.cache_creation_input_tokens += row.cache_creation_input_tokens || 0;
         ma.totals.reasoning_output_tokens += row.reasoning_output_tokens || 0;
+        ma.totals.total_cost_usd += rowCost;
+        if (rowUsesAuthoritativeCost) ma.authoritative_cost_rows += 1;
+        else ma.estimated_cost_rows += 1;
       }
 
       const sources = Array.from(bySource.values()).map((s) => {
         s.models = Array.from(s.models.values())
           .map((m) => {
-            const cost = computeRowCost({
-              ...m.totals,
-              model: m.model,
-              source: s.source,
-            });
+            const cost = Number(m.totals.total_cost_usd || 0);
+            const costProvenance =
+              m.authoritative_cost_rows > 0 && m.estimated_cost_rows === 0
+                ? "hermes-actual"
+                : m.authoritative_cost_rows > 0
+                  ? "mixed"
+                  : "estimated";
             // How the price was resolved, so the dashboard can say "unpriced"
             // or "matched by substring" instead of inferring it from a $0 cost
             // — a genuinely free model and an unknown one both cost $0.
-            const { tier } = getModelPricingMeta(m.model, { source: s.source });
+            const tier = costProvenance === "hermes-actual"
+              ? "hermes:actual"
+              : getModelPricingMeta(m.model, { source: s.source }).tier;
             return {
               ...m,
+              cost_provenance: costProvenance,
               pricing_tier: tier,
               totals: { ...m.totals, total_cost_usd: cost.toFixed(6) },
             };
diff --git a/src/lib/pricing/seed-snapshot.json b/src/lib/pricing/seed-snapshot.json
index 8d62b7978..736dde780 100644
--- a/src/lib/pricing/seed-snapshot.json
+++ b/src/lib/pricing/seed-snapshot.json
@@ -1 +1 @@
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diff --git a/src/lib/rollout.js b/src/lib/rollout.js
index f217bfbcf..3a5af05ca 100644
--- a/src/lib/rollout.js
+++ b/src/lib/rollout.js
@@ -1441,6 +1441,7 @@ async function enqueueTouchedBuckets({ queuePath, hourlyState, touchedBuckets })
             total_tokens: totals.total_tokens,
             billable_total_tokens: totals.billable_total_tokens ?? totals.total_tokens,
             conversation_count: totals.conversation_count,
+            ...queueCostFields(group.source, totals),
           }),
         );
         bucket.queuedKey = key;
@@ -1817,6 +1818,10 @@ function getHourlyBucket(state, source, model, hourStart) {
   let bucket = buckets[key];
   if (!bucket || typeof bucket !== "object") {
     bucket = { totals: initTotals(), queuedKey: null };
+    if (normalizedSource === "hermes") {
+      bucket.totals.actual_cost_usd = 0;
+      bucket.totals.actual_cost_complete = true;
+    }
     buckets[key] = bucket;
     return bucket;
   }
@@ -1824,6 +1829,13 @@ function getHourlyBucket(state, source, model, hourStart) {
   if (!bucket.totals || typeof bucket.totals !== "object") {
     bucket.totals = initTotals();
   }
+  if (normalizedSource === "hermes" && !Object.hasOwn(bucket.totals, "actual_cost_complete")) {
+    // Existing queues predate authoritative Hermes-cost support. Their past
+    // token rows retain estimation rather than being relabelled actual when a
+    // later delta lands in the same bucket.
+    bucket.totals.actual_cost_usd = 0;
+    bucket.totals.actual_cost_complete = false;
+  }
 
   if (bucket.queuedKey != null && typeof bucket.queuedKey !== "string") {
     bucket.queuedKey = null;
@@ -1902,9 +1914,26 @@ function totalsKey(totals) {
     totals.total_tokens || 0,
     totals.billable_total_tokens ?? totals.total_tokens ?? 0,
     totals.conversation_count || 0,
+    totals.actual_cost_complete === true ? "hermes-actual" : "",
+    totals.actual_cost_complete === true ? totals.actual_cost_usd || 0 : "",
   ].join("|");
 }
 
+function queueCostFields(source, totals) {
+  if (
+    source === "hermes" &&
+    totals?.actual_cost_complete === true &&
+    Number.isFinite(Number(totals.actual_cost_usd)) &&
+    Number(totals.actual_cost_usd) >= 0
+  ) {
+    return {
+      actual_cost_usd: Number(totals.actual_cost_usd),
+      cost_provenance: "hermes-actual",
+    };
+  }
+  return {};
+}
+
 function toUtcHalfHourStart(ts) {
   const dt = new Date(ts);
   if (!Number.isFinite(dt.getTime())) return null;
@@ -3334,6 +3363,23 @@ function readHermesSessions(dbPath, lastCompletedEpoch, unfinishedSessionIds = [
     "first_seen",
     "last_seen",
   ].every((column) => modelUsageColumns.has(column));
+  const hasModelUsageCosts = [
+    "estimated_cost_usd",
+    "actual_cost_usd",
+    "cost_status",
+    "cost_source",
+  ].every((column) => modelUsageColumns.has(column));
+  const modelUsageCostSelect = hasModelUsageCosts
+    ? `SUM(u.estimated_cost_usd) AS estimated_cost_usd,
+              SUM(u.actual_cost_usd) AS actual_cost_usd,
+              CASE WHEN SUM(CASE WHEN LOWER(COALESCE(u.cost_status, '')) = 'actual' THEN 0 ELSE 1 END) = 0
+                   THEN 'actual' ELSE NULL END AS cost_status,
+              CASE WHEN SUM(CASE WHEN LOWER(COALESCE(u.cost_status, '')) = 'actual' THEN 0 ELSE 1 END) = 0
+                   THEN MAX(u.cost_source) ELSE NULL END AS cost_source,`
+    : `NULL AS estimated_cost_usd,
+              NULL AS actual_cost_usd,
+              NULL AS cost_status,
+              NULL AS cost_source,`;
   const sql = hasModelUsage
     ? `WITH eligible_sessions AS (
          SELECT * FROM sessions WHERE ${eligible}
@@ -3347,6 +3393,7 @@ function readHermesSessions(dbPath, lastCompletedEpoch, unfinishedSessionIds = [
               SUM(u.api_call_count) AS message_count,
               MIN(u.first_seen) AS first_seen,
               MAX(u.last_seen) AS last_seen,
+              ${modelUsageCostSelect}
               1 AS per_model
        FROM eligible_sessions s
        JOIN session_model_usage u ON u.session_id = s.id
@@ -3356,7 +3403,9 @@ function readHermesSessions(dbPath, lastCompletedEpoch, unfinishedSessionIds = [
        SELECT s.id, s.model, s.model AS session_model, s.started_at, s.ended_at,
               s.input_tokens, s.output_tokens, s.cache_read_tokens,
               s.cache_write_tokens, s.reasoning_tokens, s.message_count,
-              NULL AS first_seen, NULL AS last_seen, 0 AS per_model
+              NULL AS first_seen, NULL AS last_seen,
+              NULL AS estimated_cost_usd, NULL AS actual_cost_usd,
+              NULL AS cost_status, NULL AS cost_source, 0 AS per_model
        FROM eligible_sessions s
        WHERE NOT EXISTS (
          SELECT 1 FROM session_model_usage u
@@ -3368,7 +3417,9 @@ function readHermesSessions(dbPath, lastCompletedEpoch, unfinishedSessionIds = [
     : `SELECT id, model, model AS session_model, started_at, ended_at,
               input_tokens, output_tokens, cache_read_tokens, cache_write_tokens,
               reasoning_tokens, message_count, NULL AS first_seen,
-              NULL AS last_seen, 0 AS per_model
+              NULL AS last_seen, NULL AS estimated_cost_usd,
+              NULL AS actual_cost_usd, NULL AS cost_status,
+              NULL AS cost_source, 0 AS per_model
        FROM sessions
        WHERE ${eligible}
          AND (input_tokens > 0 OR output_tokens > 0 OR cache_read_tokens > 0 OR cache_write_tokens > 0 OR reasoning_tokens > 0)
@@ -3741,6 +3792,11 @@ async function parseHermesIncremental({
       const perModel = Number(row.per_model) === 1;
       const model = normalizeModelInput(row.model) || "hermes-agent";
       const snapshotKey = perModel ? JSON.stringify([String(row.id || ""), model]) : row.id;
+      const actualCost = Number(row.actual_cost_usd);
+      const hasAuthoritativeCost =
+        String(row.cost_status || "").toLowerCase() === "actual" &&
+        Number.isFinite(actualCost) &&
+        actualCost >= 0;
       const currentSnapshot = {
         in: inputTokens,
         out: outputTokens,
@@ -3748,6 +3804,7 @@ async function parseHermesIncremental({
         cacheWrite,
         reasoning,
         message_count: messageCount,
+        actual_cost_usd: hasAuthoritativeCost ? actualCost : null,
       };
       // Save current snapshot for next sync. Mixed-model sessions are keyed by
       // both session and model so later growth is attributed independently.
@@ -3771,12 +3828,19 @@ async function parseHermesIncremental({
       const prev = adoptingPerModelState && perModel && legacySessionSnapshot
         ? currentSnapshot
         : prevSnapshots[snapshotKey];
+      const previousActualCost = Number(prev?.actual_cost_usd);
+      const hasPreviousActualCost =
+        typeof prev?.actual_cost_usd === "number" &&
+        Number.isFinite(previousActualCost) &&
+        previousActualCost >= 0;
+      const isActualCostTransition = hasAuthoritativeCost && Boolean(prev) && !hasPreviousActualCost;
       let dInput = inputTokens;
       let dOutput = outputTokens;
       let dCacheRead = cacheRead;
       let dCacheWrite = cacheWrite;
       let dReasoning = reasoning;
       let dMessageCount = messageCount;
+      let dActualCost = hasAuthoritativeCost ? actualCost : 0;
       if (prev) {
         dInput = Math.max(0, inputTokens - (prev.in || 0));
         dOutput = Math.max(0, outputTokens - (prev.out || 0));
@@ -3784,9 +3848,13 @@ async function parseHermesIncremental({
         dCacheWrite = Math.max(0, cacheWrite - (prev.cacheWrite || 0));
         dReasoning = Math.max(0, reasoning - (prev.reasoning || 0));
         dMessageCount = Math.max(0, messageCount - (prev.message_count || 0));
+        dActualCost = hasAuthoritativeCost
+          ? (hasPreviousActualCost ? Math.max(0, actualCost - previousActualCost) : 0)
+          : 0;
       }
-      // Skip if delta is zero (session unchanged since last sync)
-      if (dInput === 0 && dOutput === 0 && dCacheRead === 0 && dCacheWrite === 0 && dReasoning === 0) continue;
+      const hasTokenDelta =
+        dInput > 0 || dOutput > 0 || dCacheRead > 0 || dCacheWrite > 0 || dReasoning > 0;
+      const hasActualCostDelta = hasAuthoritativeCost && hasPreviousActualCost && dActualCost > 0;
 
       // Per-model rows carry the authoritative last API-call timestamp. Older
       // Hermes schemas fall back to the session-level start/end policy.
@@ -3796,8 +3864,18 @@ async function parseHermesIncremental({
         : endedAt ?? (prev ? Date.parse(updatedAt) / 1000 : startedAt);
       if (!epochSec || !Number.isFinite(epochSec)) continue;
       const tsIso = new Date(epochSec * 1000).toISOString();
-      const bucketStart = toUtcHalfHourStart(tsIso);
-      if (!bucketStart) continue;
+      const observedBucketStart = toUtcHalfHourStart(tsIso);
+      if (!observedBucketStart) continue;
+      currentSnapshot.bucket_start = observedBucketStart;
+      // A status transition establishes a cost baseline but cannot safely
+      // relabel already-ingested token rows. A pure later cost update belongs
+      // with the prior observed bucket; otherwise it would create a zero-token
+      // current bucket that the dashboard cannot attribute to the usage.
+      if (!hasTokenDelta && !hasActualCostDelta) continue;
+      const bucketStart =
+        !hasTokenDelta && hasActualCostDelta && typeof prev?.bucket_start === "string"
+          ? prev.bucket_start
+          : observedBucketStart;
 
       const delta = {
         input_tokens: dInput,
@@ -3811,6 +3889,11 @@ async function parseHermesIncremental({
 
       const bucket = getHourlyBucket(hourlyState, "hermes", model, bucketStart);
       addTotals(bucket.totals, delta);
+      if (hasAuthoritativeCost && !isActualCostTransition && bucket.totals.actual_cost_complete === true) {
+        bucket.totals.actual_cost_usd += dActualCost;
+      } else if (!hasAuthoritativeCost || isActualCostTransition) {
+        bucket.totals.actual_cost_complete = false;
+      }
       touchedBuckets.add(bucketKey("hermes", model, bucketStart));
       eventsAggregated++;
 
diff --git a/test/agent-standards.test.js b/test/agent-standards.test.js
index 4dc49c842..027158c03 100644
--- a/test/agent-standards.test.js
+++ b/test/agent-standards.test.js
@@ -245,6 +245,7 @@ test("privacy standard and declared authorities share the usage-metadata boundar
   const falseStorageClaim = /(?:store|stores|stored|persist|persists|persisted)[^.\n]*derived cost/i;
   const falseGlobalNonPersistence = /derived cost[^.\n]*(?:not persisted|never persisted)/i;
   const browserCacheLifecycle = /derived cost[^.\n]*not stored in the queue[^.\n]*may be cached[^.\n]*browser localStorage/i;
+  const hermesActualCostLifecycle = /(?:derived cost|cost)[\s\S]*?(?:normally|computed downstream)[\s\S]*?hermes-actual/i;
 
   assert.match(compact(privacy), allowed);
   assert.match(compact(privacy), prohibited);
@@ -267,11 +268,12 @@ test("privacy standard and declared authorities share the usage-metadata boundar
     assert.doesNotMatch(content, falseStorageClaim, `${file} falsely claims derived cost is stored`);
     assert.doesNotMatch(content, falseGlobalNonPersistence, `${file} falsely claims derived cost is never persisted`);
   }
-  assert.match(compact(contributing), browserCacheLifecycle);
   assert.match(compact(privacy), browserCacheLifecycle);
+  assert.match(compact(claude), hermesActualCostLifecycle);
   for (const { file, content } of additionalAuthorities.filter(({ file }) => file.startsWith("openwiki/"))) {
-    assert.match(compact(content), /derived cost.*(?:computed downstream|not stored)/i, `${file} is missing the derived-cost lifecycle`);
+    assert.match(compact(content), hermesActualCostLifecycle, `${file} is missing the Hermes actual-cost lifecycle`);
   }
+  assert.match(compact(contributing), hermesActualCostLifecycle);
   for (const { file, content } of additionalAuthorities) {
     assert.match(compact(content), allowed, `${file} is missing the allowed usage-metadata contract`);
     assert.match(compact(content), prohibited, `${file} is missing the private-content prohibition`);
diff --git a/test/hermes-reconciliation-local-api.test.js b/test/hermes-reconciliation-local-api.test.js
index b4958048f..9660bc406 100644
--- a/test/hermes-reconciliation-local-api.test.js
+++ b/test/hermes-reconciliation-local-api.test.js
@@ -24,6 +24,22 @@ async function callDaily(queuePath, day) {
   return JSON.parse(response.body);
 }
 
+async function callFunction(queuePath, pathname) {
+  const handler = createLocalApiHandler({ queuePath });
+  const url = new URL(`http://127.0.0.1${pathname}`);
+  const req = { method: "GET", headers: { host: "127.0.0.1" } };
+  const response = {
+    statusCode: null,
+    body: "",
+    writeHead(statusCode) { this.statusCode = statusCode; },
+    end(chunk) { this.body += chunk || ""; },
+  };
+  const handled = await handler(req, response, url);
+  assert.equal(handled, true);
+  assert.equal(response.statusCode, 200);
+  return JSON.parse(response.body);
+}
+
 test("daily API keeps the canonical appended Hermes correction after an uploaded legacy row", async () => {
   const tmp = await fs.mkdtemp(path.join(os.tmpdir(), "tt-hermes-reconciliation-api-"));
   try {
@@ -94,3 +110,49 @@ test("daily API keeps the canonical appended Hermes correction after an uploaded
     await fs.rm(tmp, { recursive: true, force: true });
   }
 });
+
+test("Hermes authoritative queue cost overrides fuzzy pricing across local cost endpoints", async () => {
+  const tmp = await fs.mkdtemp(path.join(os.tmpdir(), "tt-hermes-authoritative-cost-api-"));
+  try {
+    const queuePath = path.join(tmp, "queue.jsonl");
+    const day = "2026-08-20";
+    await fs.writeFile(
+      queuePath,
+      JSON.stringify({
+        source: "hermes",
+        model: "logical-gateway-route",
+        hour_start: `${day}T00:00:00.000Z`,
+        input_tokens: 1000,
+        cached_input_tokens: 200,
+        cache_creation_input_tokens: 0,
+        output_tokens: 100,
+        reasoning_output_tokens: 0,
+        total_tokens: 1300,
+        billable_total_tokens: 1300,
+        conversation_count: 1,
+        actual_cost_usd: 0.0125,
+        cost_provenance: "hermes-actual",
+      }) + "\n",
+      "utf8",
+    );
+
+    const daily = await callDaily(queuePath, day);
+    const summary = await callFunction(
+      queuePath,
+      `/functions/tokentracker-usage-summary?from=${day}&to=${day}&tz=UTC`,
+    );
+    const breakdown = await callFunction(
+      queuePath,
+      `/functions/tokentracker-usage-model-breakdown?from=${day}&to=${day}&tz=UTC`,
+    );
+
+    assert.equal(daily.data[0].total_cost_usd, 0.0125);
+    assert.equal(summary.totals.total_cost_usd, "0.012500");
+    assert.equal(breakdown.sources[0].totals.total_cost_usd, "0.012500");
+    assert.equal(breakdown.sources[0].models[0].totals.total_cost_usd, "0.012500");
+    assert.equal(breakdown.sources[0].models[0].cost_provenance, "hermes-actual");
+    assert.deepEqual(breakdown.pricing.unpriced_models, []);
+  } finally {
+    await fs.rm(tmp, { recursive: true, force: true });
+  }
+});
diff --git a/test/model-breakdown.test.js b/test/model-breakdown.test.js
index 1c9782eaa..61462e750 100644
--- a/test/model-breakdown.test.js
+++ b/test/model-breakdown.test.js
@@ -695,6 +695,30 @@ test("pricing_tier from the server beats the cost<=0 guess for missing pricing",
   assert.deepEqual(insights.fuzzyPricingModels.map((m) => m.name), ["acme-9-turbo"]);
 });
 
+test("dashboard model data keeps Hermes authoritative cost provenance distinct from fuzzy pricing", async () => {
+  const mod = await loadDashboardModule("dashboard/src/lib/model-breakdown.ts");
+  const { buildFleetData } = mod;
+  const [provider] = buildFleetData({
+    sources: [
+      {
+        source: "hermes",
+        totals: { billable_total_tokens: 1300, total_cost_usd: "0.012500" },
+        models: [{
+          model: "logical-gateway-route",
+          model_id: "logical-gateway-route",
+          pricing_tier: "hermes:actual",
+          cost_provenance: "hermes-actual",
+          totals: { billable_total_tokens: 1300, total_cost_usd: "0.012500" },
+        }],
+      },
+    ],
+  });
+
+  assert.equal(provider.models[0].costProvenance, "hermes-actual");
+  assert.equal(provider.models[0].pricingFuzzy, false);
+  assert.deepEqual(provider.fuzzyPricingModels, []);
+});
+
 test("without pricing_tier the cost<=0 heuristic still applies (older server response)", async () => {
   const mod = await loadDashboardModule("dashboard/src/lib/model-breakdown.ts");
   const { buildFleetData } = mod;
diff --git a/test/rollout-parser.test.js b/test/rollout-parser.test.js
index 0811852fa..3788af07f 100644
--- a/test/rollout-parser.test.js
+++ b/test/rollout-parser.test.js
@@ -2853,17 +2853,21 @@ test("parseHermesIncremental attributes mixed-session totals by session_model_us
         cache_read_tokens INTEGER NOT NULL DEFAULT 0,
         cache_write_tokens INTEGER NOT NULL DEFAULT 0,
         reasoning_tokens INTEGER NOT NULL DEFAULT 0,
+        estimated_cost_usd REAL NOT NULL DEFAULT 0,
+        actual_cost_usd REAL NOT NULL DEFAULT 0,
+        cost_status TEXT,
+        cost_source TEXT,
         first_seen REAL,
         last_seen REAL,
         PRIMARY KEY (session_id, model, billing_provider, billing_base_url, billing_mode, task)
       );
       INSERT INTO session_model_usage
-        (session_id, model, task, api_call_count, input_tokens, output_tokens, cache_read_tokens, cache_write_tokens, reasoning_tokens, first_seen, last_seen)
+        (session_id, model, task, api_call_count, input_tokens, output_tokens, cache_read_tokens, cache_write_tokens, reasoning_tokens, actual_cost_usd, cost_status, cost_source, first_seen, last_seen)
       VALUES
-        ('mixed_session', 'gpt-5.6-sol', 'main', 5, 1000, 100, 500, 0, 10, ${startedAt + 10}, ${endedAt - 30}),
-        ('mixed_session', 'gpt-5.6-terra', 'main', 3, 300, 20, 400, 7, 20, ${startedAt + 120}, ${endedAt - 10}),
-        ('mixed_session', ' gpt-5.6-terra ', 'subtask', 1, 50, 0, 0, 0, 0, ${startedAt + 130}, ${endedAt - 5}),
-        ('zero_detail_session', 'fallback-model', 'main', 0, 0, 0, 0, 0, 0, ${startedAt}, ${endedAt});
+        ('mixed_session', 'gpt-5.6-sol', 'main', 5, 1000, 100, 500, 0, 10, 0.0125, 'actual', 'provider', ${startedAt + 10}, ${endedAt - 30}),
+        ('mixed_session', 'gpt-5.6-terra', 'main', 3, 300, 20, 400, 7, 20, 0.01, 'actual', 'provider', ${startedAt + 120}, ${endedAt - 10}),
+        ('mixed_session', ' gpt-5.6-terra ', 'subtask', 1, 50, 0, 0, 0, 0, 0, NULL, NULL, ${startedAt + 130}, ${endedAt - 5}),
+        ('zero_detail_session', 'fallback-model', 'main', 0, 0, 0, 0, 0, 0, 0, 'unknown', 'none', ${startedAt}, ${endedAt});
     `]);
 
     const cursors = { version: 1 };
@@ -2882,6 +2886,8 @@ test("parseHermesIncremental attributes mixed-session totals by session_model_us
       },
       { input: 1000, output: 100, cached: 500, reasoning: 10, conversations: 5 },
     );
+    assert.equal(byModel.get("gpt-5.6-sol")?.actual_cost_usd, 0.0125);
+    assert.equal(byModel.get("gpt-5.6-sol")?.cost_provenance, "hermes-actual");
     assert.deepEqual(
       {
         input: byModel.get("gpt-5.6-terra")?.input_tokens,
@@ -2893,6 +2899,11 @@ test("parseHermesIncremental attributes mixed-session totals by session_model_us
       },
       { input: 350, output: 20, cached: 400, cacheWrite: 7, reasoning: 20, conversations: 4 },
     );
+    assert.equal(
+      byModel.get("gpt-5.6-terra")?.cost_provenance,
+      undefined,
+      "a model with an unpriced task must not promote a partial actual amount",
+    );
     assert.deepEqual(
       {
         input: byModel.get("fallback-model")?.input_tokens,
@@ -2903,17 +2914,20 @@ test("parseHermesIncremental attributes mixed-session totals by session_model_us
 
     cp.execFileSync("sqlite3", [dbPath, `
       UPDATE session_model_usage
-      SET input_tokens = 400,
-          output_tokens = 25,
+      SET input_tokens = 1100,
+          output_tokens = 105,
           cache_read_tokens = 600,
-          api_call_count = 4,
+          api_call_count = 6,
+          actual_cost_usd = 0.02,
+          cost_status = 'actual',
+          cost_source = 'provider',
           last_seen = ${endedAt + 86400}
-      WHERE session_id = 'mixed_session' AND model = 'gpt-5.6-terra';
+      WHERE session_id = 'mixed_session' AND model = 'gpt-5.6-sol';
     `]);
     const second = await parseHermesIncremental({ hermesPath: tmp, cursors, queuePath });
     assert.equal(second.eventsAggregated, 1);
     const afterGrowth = (await readJsonLines(queuePath))
-      .filter((row) => row.source === "hermes" && row.model === "gpt-5.6-terra")
+      .filter((row) => row.source === "hermes" && row.model === "gpt-5.6-sol")
       .at(-1);
     assert.deepEqual(
       {
@@ -2922,14 +2936,78 @@ test("parseHermesIncremental attributes mixed-session totals by session_model_us
         cached: afterGrowth.cached_input_tokens,
         reasoning: afterGrowth.reasoning_output_tokens,
         conversations: afterGrowth.conversation_count,
+        actualCost: afterGrowth.actual_cost_usd,
+        costProvenance: afterGrowth.cost_provenance,
       },
-      { input: 100, output: 5, cached: 200, reasoning: 0, conversations: 1 },
+      { input: 100, output: 5, cached: 100, reasoning: 0, conversations: 1, actualCost: 0.0075, costProvenance: "hermes-actual" },
     );
   } finally {
     await fs.rm(tmp, { recursive: true, force: true });
   }
 });
 
+test("parseHermesIncremental defers an actual-cost transition until a later incremental delta", async () => {
+  const tmp = await fs.mkdtemp(path.join(os.tmpdir(), "tt-hermes-cost-transition-"));
+  try {
+    const dbPath = path.join(tmp, "state.db");
+    const queuePath = path.join(tmp, "queue.jsonl");
+    const startedAt = 1775993700;
+    createHermesDb(dbPath, [{
+      id: "cost-transition",
+      model: "logical-route",
+      started_at: startedAt,
+      input_tokens: 100,
+      output_tokens: 10,
+      message_count: 1,
+    }]);
+    cp.execFileSync("sqlite3", [dbPath, `
+      CREATE TABLE session_model_usage (
+        session_id TEXT, model TEXT, api_call_count INTEGER,
+        input_tokens INTEGER, output_tokens INTEGER, cache_read_tokens INTEGER,
+        cache_write_tokens INTEGER, reasoning_tokens INTEGER,
+        estimated_cost_usd REAL, actual_cost_usd REAL,
+        cost_status TEXT, cost_source TEXT, first_seen REAL, last_seen REAL
+      );
+      INSERT INTO session_model_usage VALUES
+        ('cost-transition', 'logical-route', 1, 100, 10, 0, 0, 0, 0, 0, 'unknown', 'none', ${startedAt}, ${startedAt});
+    `]);
+
+    const cursors = { version: 1 };
+    await parseHermesIncremental({ dbPath, cursors, queuePath });
+    cp.execFileSync("sqlite3", [dbPath, `
+      UPDATE session_model_usage
+      SET input_tokens = 200, output_tokens = 20, api_call_count = 2,
+          actual_cost_usd = 0.01, cost_status = 'actual', cost_source = 'provider',
+          last_seen = ${startedAt + 1800};
+    `]);
+    await parseHermesIncremental({ dbPath, cursors, queuePath });
+    const transitionRow = (await readJsonLines(queuePath)).at(-1);
+    assert.equal(transitionRow.cost_provenance, undefined);
+
+    cp.execFileSync("sqlite3", [dbPath, `
+      UPDATE session_model_usage
+      SET input_tokens = 300, output_tokens = 30, api_call_count = 3,
+          actual_cost_usd = 0.02, last_seen = ${startedAt + 3600};
+    `]);
+    await parseHermesIncremental({ dbPath, cursors, queuePath });
+    const authoritativeRow = (await readJsonLines(queuePath)).at(-1);
+    assert.equal(authoritativeRow.actual_cost_usd, 0.01);
+    assert.equal(authoritativeRow.cost_provenance, "hermes-actual");
+
+    cp.execFileSync("sqlite3", [dbPath, `
+      UPDATE session_model_usage
+      SET actual_cost_usd = 0.025, last_seen = ${startedAt + 5400};
+    `]);
+    await parseHermesIncremental({ dbPath, cursors, queuePath });
+    const costOnlyRow = (await readJsonLines(queuePath)).at(-1);
+    assert.equal(costOnlyRow.hour_start, authoritativeRow.hour_start);
+    assert.ok(Math.abs(costOnlyRow.actual_cost_usd - 0.015) < 1e-12);
+    assert.equal(costOnlyRow.cost_provenance, "hermes-actual");
+  } finally {
+    await fs.rm(tmp, { recursive: true, force: true });
+  }
+});
+
 test("parseHermesIncremental reconciles already-ingested mixed-model Hermes buckets without changing the total", async () => {
   const tmp = await fs.mkdtemp(path.join(os.tmpdir(), "tt-hermes-reconcile-"));
   try {