“Across coding, agentic, and knowledge benchmarks, K3.1 Pro matches or approaches the strongest proprietary models.”
“Matches or approaches” is doing all the work. Several of the benchmarks are Kimi’s own. The hallucination number comes with a footnote saying it doesn’t reflect daily use. The open weights are a promise for November 4, not a download.