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sarvam-jev reads typed decisions from Indic model logits

Inspired by Jev, sarvam-jev reads typed decisions directly from sarvam-1's logits instead of generating JSON token by token, running 8.8x faster with the same weights and output that cannot be malformed, with Hindi, Tamil and Bengali demos in the browser.

Sagar Tamang
@sagar_buildsArchived 2026.09.19Originally posted 2026.09.19
Sagar Tamang @sagar_buildsOriginally posted 2026.09.19
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Inspired by @typesafeai's Jev, I built sarvam-jev - an open engine that reads typed decisions straight out of an Indic model's logits instead of generating JSON token by token. Same sarvam-1 weights, 8.8× faster than making it write the same answers — and the output can't be malformed, because nothing is generated. Runs entirely in your browser. No backend, no waitlist: https://sarvam-jev.feynmanpi.com/ Hindi, Tamil, Bengali demos.

This post quotes another post: “ChatGPT co-inventor releases Jev, a model built for decisions rather than text”

x.com/sagar_builds/status/2100978402174120134Archived 2026.09.19 10:14