Bootstrap All Knowledge - Batch Knowledge Generation

Processes all projects × all personas. Skips existing unless force=true.

Inputs

Workflow

1. Get All Projects

• •Load config.json → repositories
• •Filter by projects if provided
• •Include only where path exists
• •Output: to_process, skipped (path not found)

2. Get All Personas

• •Scan personas/*.yaml (exclude "core")
• •Filter by personas if provided
• •Output: to_process, invalid (not found)

3. Check Existing Knowledge

• •For each project × persona: check memory/knowledge/personas/<persona>/<project>.yaml
• •to_generate: force OR missing OR (not skip_existing)
• •Build knowledge_status: existing, to_generate, counts

4. Generate Knowledge

• •For each in to_generate:
  • •Get project path from config
  • •Load existing knowledge (unless force)
  • •Call knowledge generation (merge with existing if not force)
  • •Save to persona/project.yaml
• •Track: success_count, error_count

5. Build Summary

• •Timestamp, projects processed, personas, total combinations
• •Already had knowledge, generated/refreshed, errors
• •Table: Project | Persona | Status | Action
• •Skipped projects, invalid personas, error details

6. Log and Track

• •memory_session_log("Knowledge bootstrap completed", "N generated, M errors, K existed")
• •Update state/knowledge: last_full_bootstrap, per-project personas

7. Output Format

## 🧠 Knowledge Bootstrap Complete

**Timestamp:** YYYY-MM-DD HH:MM:SS

### 📊 Summary
- Projects processed: N
- Personas processed: N
- Total combinations: N
- Already had knowledge: N
- Generated/refreshed: N
- Errors: N

### 📁 Projects
| Project | Path |

### 📋 Generation Results
| Project | Persona | Status | Action |

### Next Steps
- knowledge_query(project='...', persona='...')
- knowledge_update(...)

Key Details

• •Chains to: reindex_all_vectors - reindex after bootstrap
• •Validates: bootstrap_knowledge at scale
• •Uses _load_knowledge, _generate_initial_knowledge, _save_knowledge from aa_knowledge