Most LLM calls in our apps aren't asking for prose. They ask "which team?", "is this safe?", "is this fix good enough?", and then we parse a sentence back into a boolean. A new class of models, decision models, skips the sentence: you send state and typed questions and get back a calibrated probability for every option, in one pass. You'll leave this session knowing where a decision model replaces an LLM call, where it must not, and how to use confidence to decide when to act, ask or escalate.
This talk has been presented at AI Coding Summit Berlin, check out the latest edition of this Tech Conference.
