Experiments in Self-Improving AI Agents

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AutoLearn MCP

What happens when you make an MCP server dynamic and add a coding agent to determine how to improve its own skills based on reasoning traces?

An MCP server that automatically converts AI agent reasoning steps into deterministic, reusable code. Each agent builds its own skill library through autonomous learning.

MCP Server Code Crystallization Self-Improvement

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