

The CUDA Monopoly Breaks: Running Unmodified CUDA on AMD GPUs in 2026
SCALE and other CUDA-compatibility layers are cracking Nvidia's software moat, letting unmodified CUDA binaries run on AMD hardware. Here is what it means for AI inference costs and enterprise infrastructure in 2026.