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docs: audit against v2.0.0; deployment guide (local ax and a separate Kubernetes cluster)
Every README and docs page checked against ousast --help, the code and the committed records. New docs/deployment.md (in the nav): what runs where today, this host's setup (up.sh, doctor, smoke Run, footprint), step-by-step guidance for a separate Kubernetes cluster with implemented vs planned stated per item (no cluster deployment has been made; kube context and doctor's registry check are hard-coded in doctor.py, egress.py, router.py), and what the plane/ manifests need changed. Decision-engine pages state slice 2 (six families, pooled and within-pair AUC, BLOCK offered nowhere, canary below 0.9 for three families, positives-only inflation) and that the engine is not adopted; exp-002 registered, not run, no result quoted. Fixed: model/judge.py reference (now model/pipeline.py), missing-key behaviour, .env reference (OPENROUTER_EMBEDDING_MODEL, store variables), docs extra, plane memory-normalise and ousast index listed, ax README's cluster table made precise. RELEASE_NOTES gets an Unreleased entry. Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
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Claude Fable 5.1
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@@ -46,9 +46,12 @@ model_corroborated the graph found the shape; a judge agreed on the residual
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suspicion proposed, nothing corroborated it
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```
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The LLM (`model/judge.py`) is asked only the residual question the graph cannot settle, for a
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flow the graph already found; it can confirm or contradict, never create a flow. Without a
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provider key only the `suspicion` band goes unasked.
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The LLM (`model/pipeline.py`, `residual_question`) is asked only the residual question the graph
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cannot settle, for a flow the graph already found; it can confirm or contradict, never create a
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flow. When the graph resolved nothing, the enumerator's candidates (at most
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`MAX_JUDGED_CANDIDATES`, 8) are put to it, and anything it affirms is reported at `suspicion`.
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Without a provider key neither question is asked and only the graph's entailed findings are
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reported.
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**REGRESS** (`regress/`, `sandbox/`) runs only when `docker info` succeeds. Each promoted
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candidate gets a small language recipe (Python, JavaScript, C) that loads the candidate's
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