Physix Frontier · News Briefing Card (IT Home · Nov 6, 2026)

Moore Threads completes Day-0 adaptation for Kimi K3.1 Pro

KEY FACTS

  • Moonshot AI publicly released the full model weights of Kimi K3.1 Pro on November 4.
  • The model has a parameter scale of 3 trillion and supports a 1 million context.
  • Moore Threads completed Day-0 adaptation based on MTT S5000 intelligent compute cards and the MUSA software stack.
  • The adaptation connects the full chain of model loading, service startup, and basic text and image inference.
  • The model ranks first among open-weight models on Agent Arena and 13th among all evaluated models.

KEY DATA

3 trillionParameter scale
1 millionContext length
65.7%Terminal-Bench 4.0 score
61.2%Kimi Code Bench 3.0

PHYSIX OBSERVATION

A domestic GPU achieving Day-0 adaptation on an ultra-large-scale model shows that software stack compatibility is becoming the focus of competition, rather than raw compute alone. For users, trillion-scale open-source models now have an inference path that does not depend on overseas hardware; but there is still a gap between adaptation and stable mass-production service, and ecosystem maturity is the next threshold.

Source: IT Home report