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>
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