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Open_Ultra_SAST/.kiro/specs/learning-harness/spec.json
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Marius CiepluchandClaude Fable 5.1 b49c6610d6 docs(learning-harness): technical design and research log
A learning package layered families -> classify -> scoring -> split ->
detectors and verifiers -> rounds -> publish, composing the existing seams:
the tool hunter gains prompt, context and tool parameters; the hunter path of
the pair scorer takes an injected family matcher so pairs never imports
learning; every learning path selects teachers through one train-only rule;
the regress verdict takes an optional canary oracle; the chat endpoint resolves
DeepSeek before OpenRouter with thinking disabled and reasoning replayed, while
embeddings keep their own endpoint; HarnessX proposes behind the seam with a
scripted proposer for offline runs. Fifty-nine acceptance criteria traced;
boundary sections, file structure plan and migration phases populated.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG
2026-09-06 08:43:47 +02:00

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{
"feature_name": "learning-harness",
"created_at": "2026-09-06T06:32:41Z",
"updated_at": "2026-09-06T06:43:38Z",
"language": "en",
"phase": "design-generated",
"approvals": {
"requirements": {
"generated": true,
"approved": true
},
"design": {
"generated": true,
"approved": false
},
"tasks": {
"generated": false,
"approved": false
}
},
"ready_for_implementation": false,
"depends_on": [
"pair-corpus-honesty",
"corpus-seeded-mechanisms",
"authorization-obligations",
"tree-sitter-overlay-extra",
"harnessx-self-improving-rulesets"
],
"approval_note": "2026-09-06 requirements approved by the maintainer in session ('approve the requirements and run the design phase')"
}