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spec/steering: the decision strategy corrected: software features do not decide safety; the trace does, the pool measures and never trains
Maintainer's finding of 2026-10-14 recorded in hunter-learning-loop (a dated section that overrides the shape annotations as the model's input), its design (amendment pointing to the prover's trace) and the steering overview's current state. Co-Authored-By: Claude Fable 5.1 <[email protected]>
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Claude Fable 5.1
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@@ -20,6 +20,17 @@ Everything below this section is dated history; where it disagrees with this sec
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the LLM tier on pre-push once the search is good. (3) `search-with-proof` / `proof-arm-opencode`: proof on
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what survives the search, as the block gate. (4) `engine-change-scoped-analysis`: the deterministic facts
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that feed the hunter's annotations.
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- **Corrected 2026-10-14, decision strategy.** The hunter's annotations were software features (callers,
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entry-point counts, calls, binds, diff shape, language, framework); they describe code around a change and
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cannot decide unsafety, and anything fitted on them learns the pool (the deletion count separates reversed
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fixes at 0.90). The security object is the ordered path: an attacker-reachable entry, request-derived data
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reaching a protected operation, no required check dominating it by control flow. That is the access-control
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prover (`.kiro/specs/access-control-prover`, deliveries A to D in the tree): entries per framework,
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handler-named operations, enforcement witnesses, path records from the caller index, the trace with argument
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provenance, a control-flow graph per function deciding dominance; a deterministic rule, no model call, 15 of
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23 fix changes on the training pool with 15 of 15 flagged fixes correct. Rules from here: the pool measures
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and never trains; no fitted model, no compiled prompt, no tuned threshold on it; a judge, where one is needed,
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reads the trace zero-shot; the ablation selects trace components, it does not fit.
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- **Everything else is history or parked.** Retired spec directories were removed from the tree on 2026-10-13
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(`git show <commit>:.kiro/specs/<name>/` still has them): `harnessx-removal` (51d064e),
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`harnessx-self-improving-rulesets` and `openrouter-sast-harness` (c8d2fef), `learning-harness`,
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