Worked on the IIIF/cookbook-recipes repository, focusing on backend development and documentation using Python and Markdown. Delivered a targeted bug fix that stabilized Image Version 3 rendering, ensuring consistent image processing and preventing compatibility issues across environments. This involved aligning the v3 rendering path with existing IIIF tooling and review processes to reduce the risk of regressions. Additionally, implemented support for Theseus and Clover viewers by updating recipe documentation and include references, enabling broader compatibility and traceability for viewer integrations. The work emphasized maintainability and reliability, addressing both technical inconsistencies and expanding the product’s supported viewer ecosystem.