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I Built Non-Autoregressive Decision Models with RL a Year Ago

Laya — 33ms Multilingual System 1 Decision Engine

laya.convaiinnovations.com

September 19, 2026

10 min read

🔥🔥🔥🔥🔥

70/100

Summary

Everyone in AI right now is talking about a new kind of model: an architecture that is not autoregressive, does not generate text, and gives lightning-fast probability predictions over structured schemas. Seeing the hype online feels both validating and deeply frustrating. I worked on this literally one year back in March 2025. I spent months of hard work, sweat, and sleepless nights building it, ...

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