skill-tuning

<required_reading> @~/.maestro/workflows/run-mode.md </required_reading> # Skill Tuning Autonomous diagnosis and optimization for skill execution issues. ## Pre-load (before execution) 1. **Codebase docs**: If `.workflow/codebase/ARCHITECTURE.md` exists, read for project context 2. **Specs**: `maestro load --type spec --category coding` — load coding conventions 3. **Wiki knowledge**: `maestro search "skill design optimization" --json` — top 5 entries as prior context 4. All optional — proceed without if unavailable ## Architecture ``` ┌─────────────────────────────────────────────────────┐ │ Phase 0: Read Specs (mandatory) │ │ → problem-taxonomy.md, tuning-strategies.md │ └─────────────────────────────────────────────────────┘ ↓ ┌─────────────────────────────────────────────────────┐ │ Orchestrator (state-driven) │ │ Read state → Select action → Execute → Update → ✓ │ └─────────────────────────────────────────────────────┘ ↓ ↓ ┌──────────────────────┐ ┌──────────────────┐ │ Diagnosis Phase │ │ Agy CLI │ │ • Context │ │ Deep analysis │ │ • Memory │ │ (on-demand) │ │ • DataFlow │ │ │ │ • Agent │ │ Complex issues │ │ • Docs │ │ Architecture │ │ • Token Usage │ │ Performance │ └──────────────────────┘ └──────────────────┘ ...