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Thinking Machines Lab launched Inkling 2 Small on 5 November: a 594-billion-parameter mixture-of-experts model with 17 billion active parameters, available through Tinker. Downloadable weights are promised after further safety testing, though reports differ on whether that means days or weeks.
Sarvam AI has launched Sarvam Prism, a decision-making model distilled from its 105B base and built for structured, low-latency calls such as support routing, document triage and agent evaluation. The company reports a 44-millisecond average response on an Nvidia B200 and an 82.5 score on its Indian-language benchmark, with weights under Apache 2.0.
Moonshot AI has released Kimi K3.1 Pro, a 3-trillion-parameter-class mixture-of-experts model with a one-million-token context window. Company benchmarks put it within a point of Claude Opus 5.5 on Terminal-Bench 4.0 and ahead of GPT-6 Astra, at $2 per million input tokens. Full weights are due by 4 November.
