Laya

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A sub-35ms open-weight System 1 decision engine with calibrated probabilities.

byNandakishor Mukkunnoth

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Description

Laya is a non-autoregressive decision engine designed for high-speed classification, guardrails, and triage across 100+ languages. Built using RLCD on bidirectional encoders like ModernBERT, it delivers results in ~33ms with calibrated confidence scores, offering an open-source alternative to generative LLMs for structured tasks.

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Details

Why this is interesting: Achieves massive latency improvements (7.8x faster than proprietary Jev) for complex decisions using a novel…
Attributed to: Nandakishor Mukkunnoth@NandhaKishorM
Built with: Jev
Links: laya.convaiinnovations.com
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Tags: #nlp #classification #open-source #multilingual

Discovered: X
First posted: X · Sep 19, 2026
Listed: Added 2h ago
Build: Strong
Models: Strong

Laya

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Laya

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