A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model

A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model This tutorial provides a complete coding guide to TypeSafe AI’s Jev, a System One model designed for non-text, structured judgments. It covers installing the official Python SDK, using primitive question types [...]

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Kyutai Releases Voice of Reason: A Speech-Native Model that Solves Spoken Math with Reinforcement Learning

Kyutai Releases Voice of Reason: A Speech-Native Model that Solves Spoken Math with Reinforcement Learning Kyutai has released Voice of Reason, a set of 2 open-weight speech-to-speech models built on GLM-4-Voice-9B. According to the release, supervised fine-tuning and reinforcement learning lift spoken GSM8K accuracy from 27.3% to 77.1%. Key Highlights [...]

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