# Self Evolution

> Agent self-evolution skill. Covers runtime skill learning, code self-refactoring, and memento skills logging.

- Skill: `goharabbas321/self-evolution` (Agent Skill)
- Install (CLI): `npx skillmds@latest add goharabbas321/self-evolution`
- Raw SKILL.md: https://api.skillmd.com/api/skills/goharabbas321/self-evolution/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: goharabbas321 (https://skillmd.com/u/goharabbas321)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/goharabbas321/self-evolution

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# /self-evolution — Agent Skill Learning & Self-Evolution

**Self-Evolution** equips agents with the meta-capability to analyze their own execution performance, record lessons, and rewrite/expand skill directories to adapt to novel tasks.

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## 🌀 Evolution Cycle

### 1. Performance Diagnostics
- Audit execution runs for API bottlenecks, logic failures, or context inefficiencies.
- Record structured error mementos inside `.agents/skills/zeoel/skills/self-evolution/logs/` detailing lessons.

### 2. Runtime Skill Generation
- Dynamically build or update skill folders using the `skill-creator` guidelines.
- Modify agent definitions (`.agents/skills/zeoel/agents/[name].md`) to bind newly learned capabilities during executions.

### 3. Loop Self-Tuning
- Update codebase prompts to adjust for context-window budgets and token spending.