The Smol Training Handbook: Lessons from Training State-of-the-Art LLMs

A deep dive into the real-world challenges of training LLMs at scale, covering infrastructure, 5D parallelism, performance tuning, and hard-earned lessons from training SmolLM3 on hundreds of GPUs.