export-closedloop-learnings

Export ClosedLoop Learnings Command

Merges ClosedLoop-specific learnings from the current project into a global learnings store at ~/.closedloop-ai/learnings/closedloop-learnings.json with automatic deduplication.

Purpose

When learnings are captured that improve ClosedLoop itself (agents, workflows, hooks), they should be automatically exported to a global location where they persist across projects. This command handles deduplication to prevent redundant entries.

Process

1. Read pending closedloop learnings: Load $CLOSEDLOOP_WORKDIR/.learnings/pending-closedloop.json
2. Read existing global learnings: Load ~/.closedloop-ai/learnings/closedloop-learnings.json (create if missing)
3. Deduplicate: For each pending learning:
   • If exact trigger match exists → skip (already exists)
   • If 80%+ word overlap on summary → skip (duplicate)
   • Otherwise → add as new learning with unique ID
4. Merge and write: Append non-duplicate learnings with merged_at timestamp
5. Clear pending: Remove pending-closedloop.json after successful merge

Input Format

pending-closedloop.json:

{
  "learnings": [
    {
      "id": "L-001",
      "scope": "closedloop",
      "category": "pattern",
      "trigger": "plan-writer error handling",
      "summary": "Plan-writer should validate task dependencies before writing",
      "detail": "Found that missing dependency validation causes plan failures",
      "source_project": "my-project",
      "captured_at": "ISO8601"
    }
  ]
}

Output Format

Global file at ~/.closedloop-ai/learnings/closedloop-learnings.json:

{
  "schema_version": "1.0",
  "last_updated": "ISO8601",
  "learnings": [
    {
      "id": "SL-001",
      "trigger": "plan-writer error handling",
      "summary": "Plan-writer should validate task dependencies before writing",
      "detail": "Found that missing dependency validation causes plan failures",
      "category": "pattern",
      "source_project": "my-project",
      "captured_at": "ISO8601",
      "merged_at": "ISO8601"
    }
  ]
}