Worked on the bioconda/bioconda-recipes repository to address a critical issue with Pip version handling in the Snakemake recipe, focusing on improving dependency management and package stability. Applied Python and YAML to refine the recipe’s testing flow, ensuring accurate pip output and implementing version pinning to reduce conflicts. Enhanced the validation process by integrating pip-check based testing, which improved early detection of version-related issues in continuous integration. Collaborated with maintainers to resolve eido dependency concerns and correct Snakemake versioning, resulting in more reproducible builds and reliable installations for end users. Demonstrated skills in package development, testing, and code collaboration.