Browser Engine Reads Typed Decisions from Indic Models

sarvam-jev is an open engine that reads typed decisions from an Indic model’s logits instead of generating JSON token by token. It runs entirely in the browser.

View on X time8.8× faster

Sagar Tamang@sagar_builds𝕏

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://t.co/jLnMT8EeDq Hin

Sep 18, 2026X postsView on X

It uses the same sarvam-1 weights and produces output that cannot be malformed because nothing is generated. The author says it is 8.8× faster than making the model write the same answers, with no backend or waitlist.

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