adrozdenko/retrospective

Retrospective — Learning Report From Real Data

Generate a data-driven retrospective from session data, vault captures, plan outcomes, and brain intelligence.

Steps

1. Gather Data

YOUR_AGENT_core op:brain_stats
YOUR_AGENT_core op:brain_stats params: { since: "<start of period>" }
YOUR_AGENT_core op:brain_strengths
YOUR_AGENT_core op:vault_recent
YOUR_AGENT_core op:memory_topics
YOUR_AGENT_core op:memory_stats
YOUR_AGENT_core op:plan_stats
YOUR_AGENT_core op:admin_search_insights
YOUR_AGENT_core op:admin_vault_analytics

2. Analyze Patterns

YOUR_AGENT_core op:vault_age_report
YOUR_AGENT_core op:curator_detect_duplicates
YOUR_AGENT_core op:curator_contradictions
YOUR_AGENT_core op:curator_health_audit

3. Present the Retrospective

## Retrospective: [Period]

### By the Numbers
| Metric | This Period | Previous | Trend |
|--------|-----------|----------|-------|
| Patterns captured | X | Y | up/down |
| Plans completed | X | Y | up/down |
| Brain strength (avg) | X | Y | up/down |
| Search misses | X | Y | up/down |

### What Went Well
[High brain strength patterns, completed plans, growing domains]

### What Didn't Go Well
[Recurring anti-patterns, failed plans, knowledge gaps]

### Vault Health
Quality: X/100 | Duplicates: N | Contradictions: N | Stale: N

### Recommendations
1. [Data-driven action item]
2. [Data-driven action item]

4. Capture the Retrospective

YOUR_AGENT_core op:capture_knowledge
  params: {
    title: "Retrospective — [period]",
    description: "<key findings and action items>",
    type: "workflow",
    category: "meta",
    tags: ["retrospective"]
  }

5. Clean Up (Optional)

If quality issues found: op:curator_consolidate then op:brain_build_intelligence.

Common Mistakes

• Presenting AI opinions instead of actual vault/brain metrics
• Not comparing periods (missing trends)
• Skipping the capture step (retrospective insights are lost)

Quick Reference

| Op | When to Use | | --------------------------------- | --------------------- | | brain_stats / brain_strengths | Metrics and patterns | | vault_recent | Recent captures | | memory_topics / memory_stats | Knowledge clusters | | plan_stats | Plan completion | | admin_search_insights | Search misses | | curator_health_audit | Vault quality | | capture_knowledge | Persist retrospective |