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Notes from practice: large Java systems, migrations, developer tooling and coding agents. Subscribe via feed.
dukehoff-decide: typed, calibrated decisions from small language models
Many LLM calls in Java applications are really multiple choice. dukehoff-decide answers them with a small local model, returns a typed value with probabilities you can rely on, and hands uncertain cases to a person. Now on Maven Central.
Dukehoff MCP for Java: an IDE for coding agents
An open-source MCP server that acts like an IDE for coding agents: parser, index and refactoring engine as tools. How it works, what we measured, and where it helps.