qwwiwi/agentos-skills-public/learnings

Layer 1: Episodes    — core/learnings/episodes.jsonl (append-only)
Layer 2: Learnings   — core/LEARNINGS.md (scored, max 30)
Layer 3: Rules       — rules.md / CLAUDE.md (promoted, owner only)

ENGINE="node ~/.claude/scripts/learnings-engine.mjs"
 
# Record new episode
echo '{"context":"...","error":"...","rule":"...","impact":"high","tags":["workflow"]}' | $ENGINE capture
 
# View scored learnings
$ENGINE score
 
# Lint: find HOT (freq 3+), STALE (score < 0.15), PROMOTE (score > 0.8)
$ENGINE lint
 
# Promote learning to rules
$ENGINE promote EP-20260411-007
 
# Archive stale learning
$ENGINE archive EP-20260411-009
 
# Bump frequency (repeat violation)
$ENGINE bump EP-20260411-001
 
# Generate markdown report
$ENGINE report

{
  "id": "EP-YYYYMMDD-NNN",
  "ts": "ISO8601",
  "type": "correction|insight|knowledge_gap",
  "agent": "{{AGENT_ID}}",
  "source": "owner|experience|review",
  "context": "situation",
  "error": "what went wrong",
  "rule": "rule for the future",
  "impact": "critical|high|medium|low",
  "tags": ["tag1"],
  "freq": 1,
  "status": "active|promoted|archived"
}