Moore Threads Completes Day-0 Adaptation of Kimi K3.1 Pro Model

Day-0 support matters less as a benchmark than as a signal of software-stack maturity: the claim rests on MUSA, not the card alone, since domestic accelerators live or die on whether open-source models run without bespoke porting. The immediate audience is developers weighing non-Nvidia hardware for open-weight deployments, for whom each fresh model validated on MUSA lowers the switching cost. Whether such adaptations keep pace with model release cadence — and translate into real production workloads rather than demo parity — is the open question.