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Three common misconceptions about Jev: not deterministic, can pick wrong, more than a classifier

The author clarifies that Jev is a type-safe but probabilistic universal classifier that only outputs preset options yet can still choose the wrong one, and recommends trying it.

brandon galang ▲
@brandon_galangArchived 2026.09.23Originally posted 2026.09.23
brandon galang ▲ @brandon_galangOriginally posted 2026.09.23
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the top 3 misconceptions I keep seeing about Jev: 1) Jev is NOT deterministic. it is typesafe and will only output pre-defined options you give it. within those options, it is still probabilistic. 2) Jev 'can't hallucinate,' but that doesn't mean it's never wrong. it will only ever output the options you give it, but it can choose the wrong option. 3) Jev is 'just a classifier.' this really undersells the value it provides. it's effectively a 'universal classifier' with frontier intelligence, so it can be quickly deployed across nearly an4y use case. Jev has limitations but it is an incredible model in a space where there were previously very limited options. Give Jev a try if you haven't. It's great.

x.com/brandon_galang/status/2102502699518583190Archived 2026.09.23 10:14