Worked on improving the stability and accuracy of CWTV metadata extraction within the yt-dlp repository, focusing on resolving a bug that affected video metadata retrieval. Addressed issues in the CWTV extractor by refining API integration and enhancing error parsing logic, which improved the reliability of series and episode identification for content matching. Utilized Python for implementing these changes, leveraging skills in data extraction and web scraping to ensure robust handling of metadata. Updated and expanded test coverage to verify data correctness and prevent regressions, resulting in more accurate content discoverability and supporting downstream processing and user-facing metadata accuracy for CWTV content.