Anto01 c1f5b3bdee feat: Karpathy-inspired upgrades — contradiction, lint, synthesis ...

Three additive upgrades borrowed from Karpathy's LLM Wiki pattern:

1. CONTRADICTION DETECTION: auto-triage now has a fourth verdict —
   "contradicts". When a candidate conflicts with an existing memory
   (not duplicates, genuine disagreement like "Option A selected"
   vs "Option B selected"), the triage model flags it and leaves
   it in the queue for human review instead of silently rejecting
   or double-storing. Preserves source tension rather than
   suppressing it.

2. WEEKLY LINT PASS: scripts/lint_knowledge_base.py checks for:
   - Orphan memories (active but zero references after 14 days)
   - Stale candidates (>7 days unreviewed)
   - Unused entities (no relationships)
   - Empty-state projects
   - Unregistered projects auto-detected in memories
   Runs Sundays via the cron. Outputs a report.

3. WEEKLY SYNTHESIS: scripts/synthesize_projects.py uses sonnet to
   generate a 3-5 sentence "current state" paragraph per project
   from state + memories + entities. Cached in project_state under
   status/synthesis_cache. Wiki project pages now show this at the
   top under "Current State (auto-synthesis)". Falls back to a
   deterministic summary if no cache exists.

deploy/dalidou/batch-extract.sh: added Step C (synthesis) and
Step D (lint) gated to Sundays via date check.

All additive — nothing existing changes behavior. The database
remains the source of truth; these operations just produce better
synthesized views and catch rot.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

2026-04-13 21:08:13 -04:00

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