domains / families / agent-tooling / self-improving

self-improving

separate

Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use before starting work and after responding to the user.

When to use

• User corrects you or points out mistakes. You complete significant work and want to evaluate the outcome. You notice something in your own output that could be better. Knowledge should compound over time without manual maintenance.
• Learns from user corrections and self-reflection
• Stores preferences in local files (`~/self-improving/`)
• Reads its own memory files on activation
• Accesses calendar, email, or contacts
• Makes network requests
• Reads files outside `~/self-improving/`
• Infers preferences from silence or observation

When not to use

• Storing credentials
• Storing health data
• Storing third-party info
• Inferring from silence alone

Skill page

Source