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Jev vs LLM: How They Actually Work Differently
Most developers reach for an LLM for almost everything: classification, routing, scoring, decision making.
It works.
But it is often the wrong tool.
In September 2026, TypeSafe AI released Jev , a model built only for decisions.
It does not generate text. It only decides.
Here is the real difference.
LLM: reads the prompt, writes the answer one token at a time, and leaves you to parse the text.
Jev: reads the state once, answers every question in a single parallel pa...
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