Kimi K2.7-Code claims 30% fewer thinking tokens and a drop-in API swap path, but independent benchmarks show kernel regressions and no DeepSWE submission.

Moonshot AI releases Kimi K2.7-Code, a 1 trillion parameter open-source coding model with 30% fewer reasoning tokens and double-digit benchmark gains over

Kimi K2.7-Code claims 30% fewer thinking tokens and a drop-in API swap path, but independent benchmarks show kernel regressions and no DeepSWE submission.