Anthropic successfully used its Claude model to bring up an AMD Instinct MI355 rack, achieving performance graphs for its leading model over a single weekend with one engineer. This experience was significantly faster and easier than anticipated for a new hardware platform, directly addressing the perceived difficulty of porting AI workloads off NVIDIA's CUDA ecosystem.