Self Improving Agent 1.0.2
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.
Why this rating
Deterministic checks triggered by the tool capabilities and evidence.
- Locality: Local
Uses `.learnings/` and `.claude/settings.json` paths inside the workspace.
- Data access: Sensitive
Logs user corrections, errors, and session-derived context for future reuse.
- Action surface: Execute
Includes command-hook scripts and file update workflows for continuous improvement.
Best practices
Follow these steps to reduce risk when using this skill.
- Redact credentials and personal data before writing learning/error entries.
- Require review before promoting learnings into shared AGENTS/skills files.
- Keep `.learnings` files access-controlled if they contain internal incident details.
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.