Explaining the Jev-style model: scoring a menu rather than writing an answer

Md Ismail Šojal 🕷️ @0x0SojalSecOriginally posted 2026.09.17

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Train your own jev like model. - Jev doesn’t write the answer. It scores the menu. - Context + N options to one probability each. One pass, No autoregression. That’s why 20–200× faster exists as a product shape. A classifier that takes its categories as input.

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