ROCm 7.2.3 brings production-stable AMD GPU compute to Linux. I cover supported GPUs and distros, step-by-step installation, PyTorch ROCm wheel setup, and an honest ROCm vs CUDA performance breakdown. If you use AMD hardware for local AI inference, this is the guide you need.