STROT

STROT is an open-source developer tool that compiles intents using large language models (LLM) at compile time, producing self-contained decision models for local runtime. It enables deterministic, typed JSON decisions (such as routing, classification, scoring) on your own hardware with zero marginal cost and minimal latency. The decision model runs once at compile, not at runtime, improving accuracy and reducing operational costs. It supports integration with local or hosted NLP/LLM models, and focuses on high confidence decisions with abstentions instead of guesses.