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jevPOST

Jev outputs probabilities for classification and routing instead of generating text

Jev skips text generation and outputs probabilities for classification and routing tasks; one engineer who replaced ChatGPT Luna with it for classification reported 5 to 18x faster results with greater accuracy.

Sabrina Ramonov 🍄
@Sabrina_RamonovArchived 2026.09.27Originally posted 2026.09.26
Sabrina Ramonov 🍄 @Sabrina_RamonovOriginally posted 2026.09.26
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Jev flips the AI model playbook: Why generate text when the task only needs a decision? It outputs probabilities, particularly useful for classification & routing. Think: labels, yes/no checks, scores, categories, or workflow routing. One engineer replaced ChatGPT Luna with Jev for a classification task and reported results 5 to 18x faster with greater accuracy.

x.com/sabrina_ramonov/status/2103586591146979583Archived 2026.09.27 10:13