Self-Improving Agent

Build agents that learn from user corrections by updating and following dated rules to improve performance and reduce repeated mistakes over time.

Before installing, consider that this skill will create and maintain RULES.md and modify AGENTS.md in the agent's workspace and expects the agent to read project folders and check calendars. Ask where RULES.md will be stored and who can read it; ensure file permissions and retention policies are appropriate. Require sanitization rules (strip PII or secrets) before logging corrections. If the agent will access calendars or send emails, only enable those integrations with explicit credentials and review what data it may read. Prefer running this skill in an isolated/test workspace first, or require explicit user confirmation before any automatic writes or background scans. If you need stronger guarantees, request the author add: explicit config for storage location, an allowlist of folders the skill may access, a sanitization policy for logged corrections, and a clear declaration of any external services or credentials it needs.