Self Evolving Skill
Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms.
Why this rating
Deterministic checks triggered by the tool capabilities and evidence.
- Locality: Local
SKILL.md focuses on local CLI/MCP server execution and on-disk storage paths under `~/.openclaw/`.
- Data access: Sensitive
Stores execution context, embeddings, and learned experience artifacts for ongoing adaptation.
- Action surface: Execute
Includes `skill_execute` operations and local server/process execution (`run_mcp.sh`).
Best practices
Follow these steps to reduce risk when using this skill.
- Restrict write permissions to self-evolving skill directories and persisted storage paths.
- Review learned mutations/outputs before promoting them to production workflows.
- Back up state regularly so harmful evolution steps can be rolled back safely.
Evidence links
Public sources backing the indicator assignments.
Always be careful when navigating away from the website.
Max-risk rule
If any capability reaches a higher level, the entire indicator level bumps up to keep ratings deterministic and easy to scan.