Worked on the NotAShelf/nvf repository to enhance Python development workflows by integrating Ruff linting and Ty type checking into the Python Language Server Protocol stack. This effort focused on improving lint accuracy and static type analysis within the editor, enabling earlier detection of code issues and more reliable feedback for developers. The implementation leveraged Python and Nix, emphasizing LSP integration and robust linting practices. All changes were consolidated and validated within the repository to ensure stability and reduce downstream debugging. No major bugs were reported during this period, as the primary focus remained on feature expansion and LSP stack reliability.