# Improve System

> Use when Ane types /improve-system, asks to "mine recent sessions", "what is the system getting w…

Use when Ane types /improve-system, asks to "mine recent sessions", "what is the system getting wrong", "improvement loop", "trend the rejection rate" — or asks "where are my tokens going", "token audit", "why was that session expensive" (spend-audit mode) — or when the SessionStart maintenance nudge reports improve-system due (14-day cadence). Mines the QA logs and session history for recurring correction patterns, proposes system edits, and audits where token spend goes. Not for one-off bug fixes (/system-audit finds those), not for wiki integrity (/li lint), not for quality-posture grading (/grade-system).

- Page: https://ss33.ai/skills/gasserane/improve-system-80227470633
- Publisher: gasserane
- Category: [AI & Agents](https://ss33.ai/skills/category/ai-and-agents-y6jz7i) › [Agent evaluation](https://ss33.ai/skills/category/ai-and-agents-y6jz7i/agent-evaluation-615oew)
- Source: https://github.com/gasserane/personal-skills/blob/21ff4212cad310ee1b086f3d223eb0e3381831c5/skills/improve-system/SKILL.md

## Skill

This skill's licence does not allow redistribution, so the store does not serve its text. Get it from the author: https://github.com/gasserane/personal-skills/blob/21ff4212cad310ee1b086f3d223eb0e3381831c5/skills/improve-system/SKILL.md