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Embeddings pre-filter, Jev classify

Evaluationby @totovoto2026-09-18
Before jumping into Jev, you should consider embeddings as a pre-filter and then Jev classification later. Jev seems to be useful for reasoning, but embeddings will remain the workhorse for bigger datasets. Voyage4 $0.02 vs Jev $0.042 Quote borja @borjafat · 22h Jev is WILD for SEO audit 🤯 in 45.1 seconds it read all 586 pages on my site and rebuilt the internal link map. 584 links placed, 139 pages it refused to link because nothing honestly fit. total cost $0.21. Claude Opus 5, same 586 pages, same clock, got through 21 of them and x.com/borjafat/statu…
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Return probabilities, not labels — 80/10/10 beats "orange"I’m building Aurapunk, an open-source multi-agent IDE.Tested jev against deepseek v4.1 flash on norwegian text.