Trainy enables large-scale GPU workloads to run across cloud environments using a simple configuration format. The platform allows ML engineers to submit jobs via YAML files, handling networking, multi-node orchestration, and fault detection automatically, without code changes. It integrates with common machine learning frameworks like PyTorch,