An AI agent that has to make the build pass
Generate-and-hope does not work for codegen. Handing the draft to a repair agent with a fixed toolset that has to make build, test and lint pass.
Categories
25 pages
Ai
Stop regex-ing the LLM's prose
Stop parsing an LLM's prose with regular expressions. Derive a JSON schema from your Go or Rust type so the schema and the type cannot drift.
Letting the AI call your Go functions
Tool calling and the reason-act-observe loop explained, and how to define a tool in Go so the schema comes from the type rather than by hand.
An AI interface that fits on one screen
You do not need LangChain in a command-line tool. A four-method chat interface can hide five providers, tool calling and structured output.
Your CLI is already an AI tool
A well-built CLI already has what an agent needs: named operations, descriptions and typed parameters. Exposing one over MCP takes no AI code.
