TorchTPU achieved 52% model FLOPs utilization training Qwen 3 8B using TorchTitan across up to 8,192 Ironwood TPU v7x chips.

A manufacturer-by-manufacturer overview of the chips, accelerators, and infrastructure powering modern AI systems.

AI research advances and the benchmarks used to measure progress.