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Add governed self-learning Phase 1 LEARN contract and graded intake - #118

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KangaKode wants to merge 1 commit into
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feat/governed-self-learning
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Add governed self-learning Phase 1 LEARN contract and graded intake#118
KangaKode wants to merge 1 commit into
mainfrom
feat/governed-self-learning

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Summary

  • Risk-tier: Medium (Phase 1) — no learning/tables.py / migration changes
  • Document LEARN + retrieval contracts in FEATURES (automatic vs feedback vs four-eyes vs check-in; build_knowledge_context for /resolve, chat, round-table)
  • Attach Task ISA isa_closure summary into Reflection.quality_metrics when present (detect-only; omit-ISA unchanged)
  • Graded feedback intake: injection detect → integrity flag; skip trust EMA when flagged (feedback row still persists)
  • GOVERNANCE Non-Claim: learnings do not auto-edit skills/hooks/prompts

Test plan

  • python3 -m unittest tests.test_governed_self_learning (6 OK)
  • Smoke: graded intake flags injection; ISA reflection metrics present/absent correctly
  • CI Validate Scaffold on this PR
  • Confirm learning/tables.py untouched in diff

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