
Self-Improving Agent
Log learnings and errors to markdown files for continuous improvement. Coding agents can later process these into fixes, and important learnings get promoted to project memory.
🚀 Turn mistakes into progress. This skill automatically logs errors, corrections, and learnings to markdown files in your project, creating a continuous improvement system for coding agents. When something goes wrong or you discover a better approach, it gets documented for future reference and fixes.
💡 Perfect for teams building intelligent agents that need to learn from experience. Feature requests, API gotchas, and workflow improvements are all captured and can be promoted to shared knowledge bases like project memory, agent instructions, or team guidelines—so everyone benefits from each discovery.
✨ Watch your codebase get smarter over time as patterns emerge, best practices solidify, and recurring issues get resolved faster.