Long tasks are the point.
K3.1 Pro scores 61.2% on Kimi Code Bench 3.0 Long-horizon, up from K3’s 55.95%. This internal benchmark covers multi-step execution, tool use and end-to-end engineering.
Both coding results use the Claude Code harness at maximum reasoning effort.
