During June 2026, contributed to the OpenCTI-Platform/connectors repository by enhancing the enrichment and analytics pipeline with a focus on reliability and maintainability. Developed a feature gate for PolyKG enrichment that conditionally disables lookups when the POLYKG_API_URL is unset, preventing unnecessary HTTP requests and reducing operational errors. Addressed critical bugs related to entity scope handling and AI summary formatting, improving the stability of AI-assisted analytics. Employed Python for backend development, API integration, and comprehensive testing, including regression tests. The work emphasized aligning enrichment logic with deployment configurations and strengthened collaborative review practices to support future development cycles.