I reimplemented the insight feature of my custom agent using a local 9B model, and the exact same structure that powers Claude Code emerged.

An LLM agent's behavior can be defined by natural language instructions written in Markdown files. Code is just the skeleton that parses the LLM's output and executes it safely. — I wrote that in the...