Worked on improving the MetaCLIP 2 integration within the liguodongiot/transformers repository by addressing documentation and model reference issues. Focused on correcting inaccurate docstrings and configuration classes, ensuring that all references and links pointed to the correct Hugging Face model repository. Utilized Python for both code and documentation updates, emphasizing clarity and consistency throughout the codebase. This work enhanced developer onboarding and ongoing maintenance by reducing misreferences and aligning internal documentation with external resources. Maintained a single, traceable commit to support reproducibility and auditability, demonstrating attention to detail in model configuration and collaborative documentation practices.