Infrastructure

MegaScale: What ByteDance's 12,288-GPU Training Paper Actually Says

At 12,288 GPUs, you see roughly one hardware failure per day. Standard training frameworks have no answer for this. MegaScale is ByteDance's account of what actually breaks when you scale LLM training to 10,000+ GPUs — and the algorithm-system co-design changes that kept MFU above 55%.