A new open 395M encoder, Verdict-MQ, reads a case once and answers many typed questions via a structured attention mask, matching soft labels better than a comparable 421M cross-encoder baseline. The design makes state…

#VerdictMQ #OpenSourceAI #NLP #TypedDecisions
https://arxiv.org/abs/2610.20778

🚀 TypeSafe just smashed the speed barrier—Jev AI runs 193.6x faster than older pipelines. Think typed decisions, calibrated probs, and tighter AI agent loops. Curious how System One beats OpenAI’s ChatGPT? Dive in! #TypeSafeAI #JevAI #TypedDecisions

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