During the month, contributed across zed-industries/zed, google-gemini/gemini-cli, and langgenius/dify, focusing on both feature development and bug resolution. Addressed tool classification and UI consistency in zed by reclassifying the create-directory tool and aligning its icon with intended functionality, using TypeScript and UI/UX design principles. In google-gemini/gemini-cli, restored legacy session resumption to maintain compatibility with older session data. Enhanced CI reliability in langgenius/dify by updating container test strategies and pinning Node.js versions, while also resolving transaction management issues in the RAG pipeline using SQLAlchemy and Python, ensuring robust rollback and commit behavior for backend processes.