Scaling Kimi K3 on AMD Instinct MI355X: Matching NVIDIA HGX B300 Throughput per GPU on AgentXOct 16, 2026·24 min readInside the Kimi K3 optimization effort: understanding the bottlenecks and the decisions that made inference faster