convaiinnovations/laya (multilingual, non-autoregressive System 1 decision model)

Excerpt

Laya is an open-weight (Apache 2.0) "System 1" decision model from Convai Innovations, built by Nandakishor M as an open alternative to TypeSafe's closed Jev API. Instead of generating text, it takes a state (text, an email, a ticket, or JSON) plus typed questions (choice to pick a label, score to place something on an ordinal rubric, and noul for a yes/no probability) and answers all of them in one forward pass in about 33–40 ms on a GPU, so there's no output to parse and nothing to hallucinate