Off every active line (PATHFINDER-2026-10-13/03-unified-proposal.md, cuts).
Deleted: src/openultrasast/improve/ (1,175 lines), the ousast improve
subcommand, plane/tasks/loop.py and loop.yaml with the --loop generation,
the memory-snapshot step in memory.seed, pairs.build_pair_signals, and the
four improve tests plus the loop cases in other tests. Docs no longer
describe the lever. Net: 3,073 lines deleted, 83 added. Targeted tests:
154 passed; 3,436 tests collect.
Co-Authored-By: Claude Fable 5.1 <[email protected]>
New page docs/detection-techniques.md: the three representations (regex over the
file, tree-sitter IR, Joern CPG) and what each can see; Joern as a section of its
own (frontends, one graph per language partition, census as the instrument check,
batching against the measured cost curve, deadlines, degradations, where the engine
sits in the plane, cost and misses with records); taint from fact tables to query to
verdict with each refinement traced to its record or commit; obligations, dominance,
constant abstraction, census; regions, ranking ties and budgets; the residual
question and MAX_JUDGED_CANDIDATES; REGRESS verdicts and the unassigned
execution_confirmed rung; an honest table of what each technique misses.
Nav entry under "How it works" after Scanning; one link from the index; one
cross-link line each in scanning.md and architecture.md.
Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
One page, docs/where-we-stand.md, composed with the COBESY composition method (governing idea,
SCQA opener, MECE sections): the M4 gates and the state against them, the detection approach step
by step, ax on the server, token economics before and after, and the open items. Every figure is
quoted from a committed record whose path stands next to it.
decision-engine.md, evaluation.md and token-ergonomics.md link to the page where they repeated its
content (detail tables kept); decision-engine.md's Experiments section now records exp-002's
result instead of saying it has not run. Linked from the nav, the index and the README.
Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
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
One page, two halves with a Mermaid diagram each. A: the plane's token economy (one Model per Task with a metered usd/calls budget, attribution table, credentials only in the start request, repo-facts and content-addressed reuse, replay at $0, triage-hunt-tie-break order, prefix-cache prompt order) with every cost quoted from plane-increment-1/2.json, the injection-slice and harvest records, and an honest not-yet list (no token budget in ax, triage applied not run, k and contrast fixed outside experiments). B: the development-side measurement (tool I/O 85.5%, previously 90%) and the benchmarks/dev remedies: read_guard hook, bulk_read portal, token_report, plus the practices. Linked from the nav, index, memory-and-detection and the README docs list.
Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
Material for MkDocs site (mkdocs.yml, optional extra `docs`) with Mermaid via
the superfences custom fence. New pages: overview, scanning (modes, quick
rules, Joern engine, priors, pre-push delta), the plane on ax (one task as a
sequence, golden snapshot, Run DAGs), memory (row kinds, write/read paths,
FileStore vs S3, verify at startup), memory and detection, and RustFS setup
(admin steps, complete agent policy, .env, refusal messages, Select limit).
The ops READMEs are included at build time; evaluation gains the population
lifecycle and the fold layout. tests/test_docs_site.py runs the strict build
when mkdocs is importable and checks Mermaid blocks and the RustFS page.
Co-Authored-By: Claude Opus 5.5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
