Contributed to the huggingface/diffusers repository by enhancing the Qwen-Image pipeline with the integration of Mambo-G Guidance, focusing on improving image generation quality through advanced deep learning techniques. The work involved refactoring the guider implementation to reduce code duplication and increase maintainability, as well as updating magnitude_aware_guidance.py to align with the new guidance strategy and adhere to style standards. Collaborated closely with other contributors in a multi-author pull request, demonstrating strong teamwork and thorough code review practices. Utilized Python and applied expertise in machine learning and image processing to deliver a robust, maintainable feature within a collaborative development environment.