soleri-brain-debrief

name	soleri-brain-debrief
tier	default
description	Triggers: "brain stats", "pattern strengths", "intelligence report", "show brain data", "what patterns are strongest". Surfaces brain pattern intelligence. Use retrospective for time-bound work reflection.

Brain Debrief — Intelligence Report

Surface what the brain has learned across sessions and projects. Turns raw vault data into actionable intelligence.

Orchestration by Query Type

"What have I learned?" (General debrief)

1. YOUR_AGENT_core op:brain_stats — total sessions, patterns, quality scores
2. YOUR_AGENT_core op:brain_strengths — patterns ranked by strength (focus >= 70)
3. YOUR_AGENT_core op:memory_topics — knowledge clusters
4. YOUR_AGENT_core op:vault_age_report — stale entries needing refresh
5. YOUR_AGENT_core op:curator_health_audit — vault quality score

Present: top 5 patterns, top 3 anti-patterns, stale entries, coverage gaps.

"What's working across projects?" (Cross-project)

1. YOUR_AGENT_core op:brain_global_patterns — promoted patterns
2. YOUR_AGENT_core op:brain_recommend params: { projectName: "<project>" } — similarity-based recommendations
3. YOUR_AGENT_core op:project_linked_projects — connected projects
4. YOUR_AGENT_core op:memory_cross_project_search params: { query: "<topic>", crossProject: true }

"Am I getting smarter?" (Learning velocity)

Compare brain_stats for 7-day vs 30-day periods. Check memory_stats, admin_vault_analytics, admin_search_insights. Present: new patterns, strength changes, growing vs stagnant domains.

"Build fresh intelligence" (Rebuild)

1. YOUR_AGENT_core op:brain_build_intelligence — full pipeline rebuild
2. YOUR_AGENT_core op:curator_consolidate — vault cleanup
3. Show updated brain_stats

"Export what I know" (Portability)

Use brain_export, memory_export, vault_backup. Import with corresponding _import ops.

Presenting Intelligence

Format as a report with: Strengths, Risks (recurring anti-patterns), Gaps, Stale entries, Quality score, Recommendations, Search Misses.

Common Mistakes

• Presenting raw tool output instead of synthesized insights
• Skipping the stale entry check (vault_age_report)
• Not comparing periods when reporting learning velocity

Quick Reference

Op	When to Use
brain_stats	Aggregate metrics
brain_strengths	Proven patterns ranked
brain_global_patterns	Cross-project patterns
brain_recommend	Project-similarity recommendations
brain_build_intelligence	Rebuild intelligence pipeline
memory_topics / memory_stats	Knowledge clusters and health
vault_age_report	Stale entries
curator_health_audit	Vault quality score
admin_vault_analytics	Knowledge quality metrics
admin_search_insights	Search miss analysis