HOW TO BUILD A DECISION MODEL LIKE JEV

Summary from the TLDR Dev newsletter

Decision models return probabilities over known outcomes in a single forward pass, avoiding the text generation and JSON parsing overhead of chat completions. This walkthrough starts with Hugging Face's /v1/systemone endpoint, then covers reserved option tokens, calibration, soft training targets, and tree batching for multiple questions over shared context.