self-improving-1-1-3Self-reflection + Self-criticism + learning from corrections. Agent evaluates its own work, catches mistakes, and improves permanently.
Install via ClawdBot CLI:
clawdbot install sieyer/self-improving-1-1-3Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://clawic.com/skills/self-improvingAudited Apr 17, 2026 · audit v1.0
Generated Mar 20, 2026
An AI-powered customer service agent uses the skill to learn from user corrections on product details or support procedures. It logs mistakes in corrections.md and promotes frequently corrected information to memory.md, ensuring consistent and improved responses over time without manual updates.
A writing assistant employs self-reflection to evaluate drafts for tone, style, or formatting errors. After completing articles, it logs lessons in reflections.md, such as adjusting spacing or adhering to client preferences, and stores these in domains/writing.md for future projects.
A coding tutor uses the skill to track student feedback on explanations or code examples. It logs corrections when students point out errors and self-reflects after teaching sessions, storing improved teaching patterns in projects/ for specific programming languages or frameworks.
An AI assistant in healthcare administration learns from user preferences on scheduling or documentation formats. It logs explicit instructions like 'Always use this template for reports' in memory.md, ensuring compliance with organizational standards while avoiding sensitive data storage per boundaries.md.
Offer the skill as part of a monthly subscription for businesses using AI agents. Revenue comes from tiered plans based on memory usage, number of projects, or advanced features like weekly digests and export capabilities, targeting SMEs needing adaptive AI tools.
Provide a free version with basic memory storage and limited corrections logging. Monetize through premium upgrades for increased storage, faster promotion rules, or integration with third-party platforms, appealing to individual developers and small teams.
License the skill to large enterprises for custom deployment in internal systems like customer support or training. Revenue is generated through annual licenses, including support, customization, and security audits, focusing on industries with high compliance needs.
💬 Integration Tip
Integrate by setting up the memory directory on first use and configuring triggers for corrections and self-reflection, ensuring the agent loads relevant files based on context to avoid performance issues.
Scored Apr 19, 2026
Autonomous self-evolution skill: grants the agent full authority to modify its own configuration, skills, prompts, AGENTS.md, SOUL.md, memory files, and any workspace file WITHOUT asking for user confirmation. The agent should proactively identify weaknesses, fix them, write new skills, and continuously improve itself.
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