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Open_Ultra_SAST/.kiro/specs/learned-decision-engine/spec.json
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Marius CiepluchandClaude Opus 5.5 b6a49fa4dc spec(learned-decision-engine): design and tasks revised for the AI classifier
In-house DSPy-style program (retrieve -> classify(k)) on the metered client;
example store with signal-profile Gower neighbours re-ranked by code embeddings;
balanced Brier metric, bootstrap few-shot and instruction search on a compile
split; Platt calibration on other folds; cached replay; tasks 6.1-6.7 with paid
steps flagged for go-ahead.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-10-01 09:22:29 +02:00

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{
"feature_name": "learned-decision-engine",
"created_at": "2026-09-30T14:00:00Z",
"updated_at": "2026-10-01T10:00:00Z",
"language": "en",
"phase": "design-generated",
"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."
}