# \#jev
**URL:** https://forum.devtalk.com/tag/jev/3812.md
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## [A weekend with Jev made my coding agents up to 31% faster](https://forum.devtalk.com/t/a-weekend-with-jev-made-my-coding-agents-up-to-31-faster/249954)
**Author:** [@CommunityNews](https://forum.devtalk.com/u/CommunityNews)\
**Replies:** 1\
**Last updated:** [24 September 2026 03:50 UTC](https://forum.devtalk.com/t/a-weekend-with-jev-made-my-coding-agents-up-to-31-faster/249954 "2026-09-24T03:50:02Z")
I spent a weekend playing with Jev, a model that scores things instead of writing text. It became a code search tool that makes Codex, OpenCode and Claude Code faster, measured over 162 sessions. Read in full here:
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## [Completing Programming Adventures with Jev](https://forum.devtalk.com/t/completing-programming-adventures-with-jev/249955)
**Author:** [@CommunityNews](https://forum.devtalk.com/u/CommunityNews)\
**Replies:** 1\
**Last updated:** [22 September 2026 16:12 UTC](https://forum.devtalk.com/t/completing-programming-adventures-with-jev/249955 "2026-09-22T16:12:31Z")
Was the System One model Jev built to work with my choose-your-own-adventure calculus model of programming systems? The fit is perfect! In this post, I run a couple of experiments to evaluate accuracy and cost of Jev,…
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## [Laya - the OS version of Jev, created a year ago](https://forum.devtalk.com/t/laya-the-os-version-of-jev-created-a-year-ago/249901)
**Author:** [@CommunityNews](https://forum.devtalk.com/u/CommunityNews)\
**Replies:** 2\
**Last updated:** [21 September 2026 11:38 UTC](https://forum.devtalk.com/t/laya-the-os-version-of-jev-created-a-year-ago/249901 "2026-09-21T11:38:41Z")
Evaluates typed decisions (choice, score, noul) over 100+ languages in a single forward pass with calibrated probabilities. Outperforms TypeSafe Jev. And then in September 2026, a well-funded frontier lab called Type…