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Open_Ultra_SAST/.kiro/specs/learned-decision-engine/spec.json
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Marius CiepluchandClaude Opus 5.5 2d69a8b677 spec(learned-decision-engine): Req 3 -- an AI classifier with local memory, DSPy-style
Maintainer: data will not scale; the decision engine is an AI classifier, not ML,
with local memory, DSPy style. In-house on the metered client; retrieval by signal
profile re-ranked by code embeddings; compiled (bootstrap few-shot, instruction
search) per training fold; retrieval never crosses the evaluation boundary;
confidence calibrated on held-out repositories. Design and tasks 6+ to revise.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-10-01 09:12:24 +02:00

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{
"feature_name": "learned-decision-engine",
"created_at": "2026-09-30T14:00:00Z",
"updated_at": "2026-10-01T09:00:00Z",
"language": "en",
"phase": "requirements-amended",
"approvals": {
"requirements": {
"generated": true,
"approved": true
},
"design": {
"generated": true,
"approved": false
},
"tasks": {
"generated": true,
"approved": false
}
},
"ready_for_implementation": true,
"note": "2026-10-01: Req 3 changed to an AI classifier with local memory (DSPy-style, in-house); design and tasks 6+ to be revised; tasks 1-5 remain valid."
}