Marius CiepluchandClaude Fable 5.1 dc2da3d83a spec(hunter-learning-loop): gap analysis and design ...

Feature engineering is the centre: a feature table with switchable columns
is the contract between producers (source.facts_for, semantic facts, entry
points, diff hunks; lizard and Semgrep only after their evaluations), the
ablation runner and the hunter program. DSPy runs the program (ReAct over a
HuntSignature; GEPA and MIPROv2 propose), our rule accepts on held-out
folds. The pilot stays held out; the hook, its client and the core install
are untouched. Requirements approved by the maintainer ('4 first').

Co-Authored-By: Claude Fable 5.1 <[email protected]>

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ai-service-plane

docs: plain-English pass over the active specs

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authorization-obligations

docs: plain-English pass over the active specs

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contributor-scan

docs: plain-English pass over the active specs

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corpus-seeded-mechanisms

docs: plain-English pass over the active specs

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engine-change-scoped-analysis

docs: plain-English pass over the active specs

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finding-feedback-loop

docs: plain-English pass over the active specs

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flow-aware-ranking

docs: plain-English pass over the active specs

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hunter-learning-loop

spec(hunter-learning-loop): gap analysis and design

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ir-consolidation

docs: plain-English pass over the active specs

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learned-decision-engine

docs: plain-English pass over the active specs

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mcp-shift-left-agent

docs: plain-English pass over the active specs

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model-grounded-detection

docs: plain-English pass over the active specs

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pair-corpus-honesty

docs: plain-English pass over the active specs

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plane-on-kubernetes

docs: plain-English pass over the active specs

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pre-push-safety-net

docs: plain-English pass over the active specs

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proof-arm-opencode

docs: plain-English pass over the active specs

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propose-adjudicate-prove

docs: plain-English pass over the active specs

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reachability-flow-model

docs: plain-English pass over the active specs

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search-with-proof

docs: plain-English pass over the active specs

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tree-sitter-overlay-extra

docs: plain-English pass over the active specs

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valid-detection-benchmark

feat(benchmark): hunter arm runner and combiner (group 6)

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zero-with-a-reason

docs: plain-English pass over the active specs

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