I asked Astra to one shot an A/B comparison of Jev against our password manager field classifier.

Evaluationby Yajihba2026-09-17

I asked Astra to one shot an A/B comparison of Jev against our password manager field classifier. Jev gets sanitized HTML and ~60 potential classification options. 564 pages. 4,831 scored controls. Every fixture included. Average per-page score: → Our heuristics: 74.3% → Jev: 96.6% Median API Response time: 200ms. Test was ~10MM tokens at ~$0.40. Five years of hand crafting rules vs chucking shit into Jev... Damn. https://x.com/abhijay_cloaked/status/2100689866279252270?s=20

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Post by @abhijay_cloakedx.com@typesafeai Jev is going to make Chrome Extensions a lot smarter One of the hardest parts of building a password manager: every site builds its forms differently. Weird labels, custom controls, shadow DOM, card fields tu

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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.