A 2025 solo-author paper on non-generative decision models, a 2026 frontier-lab launch that looks a lot like it, and what these fast, non-autoregressive models can and can't actually do.
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References
https://typesafe.ai/
https://arxiv.org/pdf/2503.23303
https://huggingface.co/spaces/convaiinnovations/laya-demo
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