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Kimi K3.1 Pro

Moonshot AI · 2026-10-24

Kimi K3.1 Pro is the first model in Moonshot AI's K3.1 series, released on October 24, 2026 (Beijing time) as a post-trained version of Kimi K3 with substantially larger reinforcement-learning compute across hundreds of downstream domains. Moonshot calls it its most capable 3T-class open-weight model, with a 1-million-token context window, and serves it at launch through Kimi.com, Kimi Work, Kimi Code and the Kimi API as kimi-k3.1-pro, alongside a separately named Kimi K3.1 Pro Highspeed endpoint (kimi-k3.1-pro-highspeed) said to run 2-3x faster. Launch results use max reasoning effort with temperature 1.0 and top-p 0.95, and the API documents low, high and max reasoning effort. Moonshot says it removed cyber-related data from mid-training and RL for the open-weight release and will publish the full weights by November 4, 2026; it has not yet released them, a license or an exact parameter count.

Benchmark scores

BenchmarkScore
AA-3D v1.0 Elo1110
AA-AnalystAgent (pass@1)57.0
AA-AnalystAgent (pass@5)71.3
AA-AnalystAgent (pass^5)38.8
AA-Briefcase v1.1 Elo1678
AA-LCR v1.186.3
AA-Omniscience Index29.5
AA-Omniscience v1.1 Accuracy48.9
AA-Omniscience v1.1 Hallucination Rate37.3
AA-Omniscience v1.1 Index29.9
APEX-Agents 1.1 Pass@167.2
Arena Code WebDev — Brand & Marketing1704
Arena Code WebDev — Consumer Product1607
Arena Code WebDev — Content Creation Tools1632
Arena Code WebDev — Data & Analytics1606
Arena Code WebDev — Frontend1704
Arena Code WebDev — Gaming1724
Arena Code WebDev — HTML1702
Arena Code WebDev — React1697
Arena Code WebDev — Reference-Based Design1684
Arena Code WebDev — Simulations1745
Artificial Analysis Cyber Index v164.1
Artificial Analysis Intelligence Index v4.3.255.1
Artificial Analysis Intelligence Index v5.046.0
Artificial Analysis Omniscience Accuracy51.0
Artificial Analysis Omniscience Hallucination Rate43.9
Artificial Analysis Progress Index v1341
AutomationBench-AA 1.0.673.3
BabyVision with Python95.4
BenchCAD - geometric overlap92.7
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