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Seven Open-Source Jev-Family Models Tested on JevBench
21-minute video scoring seven open-source Jev-family models on JevBench, ending with Laya, and noting write-ups conflate the multilingual 322M checkpoint's 1k context with the 421M English checkpoint's 512.
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Jev: The Schema-Safe AI That Could Change Automation Forever
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Tetris Bench: Jev vs Laya-MLX
Video Tetris benchmark: Laya-MLX runs fast on a MacBook at about 84ms per decision but loses to Jev in all three rounds.
Tony Dinh (@tdinh_me)OpenTetris Bench: Jev vs Laya-MLX on x.com73k viewsLaya latency ~84 msResult Jev won 3/3
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This New Frontier Model Is Not An LLM.
Walks through the launch video, why decision models need to exist, and how they differ from LLMs in use. 15 minutes.
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Meet Jev: The AI Built to Make Decisions
Tests Jev on the creator's own inbox, classifying 100 then 1,000 emails by category, priority, spam and reply-needed at around 200ms average response time. Ends by checking the actual bill.
67k viewsAvg response time ~200 msSpeed claim tested ~200x