During January 2026, this developer expanded model compatibility within the modelscope/ms-swift repository by implementing support for the Megatron OLMoE model. They developed new registration hooks, defined architecture specifications, and established testing hooks to ensure reliable integration of OLMoE models. Using Python and leveraging deep learning and model development expertise, they standardized the registration and architecture patterns, which streamlines future onboarding of similar models. Their work focused on enhancing deployment readiness and reducing regression risk by introducing comprehensive testing coverage for model loading and inference. This contribution laid a solid foundation for broader Megatron-based deployments and improved maintainability within ms-swift.