Kimi K2.7 Code improves coding scores and token use

Code has been d. Moonshot put “Code” in a K2 for the first time, and the shared numbers point to stronger coding . SWE Marathon is up 76.2% compared with K2.6, while token use is down by about 30%.

MLS-Bench Lite rose from 26.7 to 35.1, putting it close to GPT-5.5 (xhigh) at 35.5. Program-Bench is up 10.4%, and MCP Mark Verified is up 11.4%. The model is also claimed to follow long coding instructions better across full coding tasks.

A high-speed version is planned for beta soon, with 5 to 6 times faster output on the same model.

Key points

  • Code is a new coding-focused K2 model from Moonshot.
  • SWE Marathon is reported to be 76.2% higher than K2.6.
  • Token use is reported to be about 30% lower than K2.6.
  • MLS-Bench Lite reached 35.1, close to GPT-5.5 (xhigh) at 35.5.
  • A beta high-speed version is expected to produce output 5 to 6 times faster.

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