Soup CLI is a free, open-source command-line tool that automates the entire LLM post-training workflow. It writes configs for you, streams large models to fit on small GPUs, and gates every save on a SHIP/DON'T-SHIP verdict. With 23 training methods, 142 recipes, and integrations across the ML stack, Soup turns fine-tuning into a single command.