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ASecurityIteratively improve a skill until its eval passes, using an eval → improve loop.
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- Added September 7, 2026
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disable-model-invocation: true
---
# /improve-skill — Auto-Improve an Evolved Skill
Iteratively improve a skill until its eval passes, using an eval → improve loop.
## Flow
```
┌─── Round 1 ──────────────────────────┐
│ 1. /eval-skill → baseline score │
│ 2. Analyze FAIL/PARTIAL/GAP │
│ 3. Modify skill file │
│ 4. Bump version +0.1 │
│ 5. Re-eval │
│ 6. Compare scores: │
│ ├─ Improved (≥5pp) → next round │
│ ├─ Noise (<5pp) → stop │
│ └─ Regressed (≤-5pp) → rollback │
└──────────────────────────────────────┘
↓ (max 5 rounds)
```
## Steps
1. Verify target skill and eval spec exist
2. Run initial eval, record baseline score
3. **Improve loop** (max 5 rounds):
a. Analyze failing scenarios
b. Modify skill file:
- FAIL → fix incorrect info or add missing rules
- PARTIAL → add detail
- GAP → add new section
c. Increment version (1.1 → 1.2 → 1.3...)
d. Re-eval
e. Compare scores (apply noise tolerance: 5pp)
4. Output improvement report
## Regression Detection
If a previously passing scenario now fails:
- Mark as **REGRESSION**
- Must fix regression before continuing
- If unable to fix, rollback to previous version
## Gaming Gate
If score jumps >5pp but net new lines ≤ 3 → **gaming_suspected**. Revert and add genuinely missing knowledge instead. See `/eval-skill` Gaming Gate section for details.
## Notes
- Only modify the skill file, never the eval spec (tests stay fixed)
- All intermediate versions tracked via git
- Score delta < 5pp = statistical noise, not real improvement
Files in this skill
- eval-skill.md
- evolve.md
- hm-goal.md
- hm-night.md
- hm-status.md
- improve-skill.md
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