Write your own training loop — without managing GPUs — with Amazon SageMaker training session APIs

Amazon SageMaker AI training session APIs let users write their own LLM training loop (SFT, RL, or custom objectives) in a Python script while the service runs the GPUs, with the post introducing the programming model, three SDK clients, a GRPO loop on GSM8K, and a reinforcement learning workload on competitive programming.