Kimi says K3.1 Pro is a 3T-class open-weight multimodal MoE model with 1M-token context, 2.8T total and 104B active parameters. It scores 65.7% on Terminal-Bench 4.0, ahead of GPT-6 Astra (58.2%) and just behind Claude Opus 5.5 (66.4%), and 92.7% on BenchCAD. The company reports hallucinations down 65% on finance work, plus gains over K3 on financial modeling and research. A 2–3× faster Highspeed variant is live; open weights are promised by Nov 4, 2026.

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