self-improvelisted

> **AI-consumed reference.** Optimized for Claude to read during execution. > Human-readable explanation: see [docs/architecture/HIERARCHICAL_PLANNING.md](../../../docs/architecture/HIERARCHICAL_PLANNING.md) > or [docs/getting-started/](../../../docs/getting-started/) depending on topic. # Self-Improve Skill Apply learned improvements: update rules, adjust agent routing, modify workflow configs, generate knowledge entries. --- ## Usage ```bash /af learn apply # Review and apply pending /af learn apply --auto # Auto-apply high-confidence (>=0.8) /af learn apply --preview # Preview without applying /af learn apply --id <pattern_id> # Apply specific pattern ``` --- ## Improvement Types ```toon types[4]{type,target,example}: Rule updates,rules/*.md,Increase coverage threshold 80→85 Agent routing,agent-detector config,Default react-expert for .tsx Workflow adjustments,workflow config,Increase Phase 2 timeout Knowledge base,knowledge entries,TDD reduces bugs by 40% for APIs ``` --- ## Safety Guards **Approval required** unless: `--auto` AND confidence >= 0.8 AND frequency >= 5. **Rollback:** Every change creates backup + log. `/af learn rollback <id>` or `--all`. **Validation:** Syntax check, conflict detection, impact assessment before applying. --- ## Apply Process 1. **Fetch:** Query `v_improvement_suggestions WHERE applied = FALSE` 2. **Generate:** Determine target files, create modifications, calculate impact 3.