laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
laya launched on 18 September 2026. It ranked #59 on Daily Launch on 17 October 2026 with a Launch Score of 30, from +92 stars on 17 Oct on GitHub. It moved up 1 place from the day before.
What is laya?
Multilingual, non-autoregressive System 1 decision model. Give it a state (text, email, ticket, or JSON) and typed questions; it returns typed answers with mathematically calibrated probabilities in a single forward pass (~33 ms) across 100+ languages. Trained with reinforcement learning against strictly proper scoring rules (RLCD), so reporting honest probabilities is the only way to maximise reward. It never generates text, so there is nothing to parse and nothing to hallucinate.
From its model card on Hugging Face
laya is a repo by NandhaKishorM on GitHub. It is written in Python and released under the Apache 2.0 license.
How to get laya
pip install layaFrom its model card on Hugging Face
More steps and the source are in its repository on GitHub.