Published onJune 22, 2026CPUs, GPUs, and TPUsgputpuhardwareml-systemscudaWhy the same matrix multiply runs 100× faster on one chip than another. CPU/GPU/TPU internals, tensor cores, precision, GPU memory and the roofline, interconnects, and when to use each. Visual-first.