In February 2026, JF developed a native Rust-based updater for the Goose CLI in the block/goose repository, replacing the previous shell-based update process. This new updater leveraged asynchronous programming and CLI development skills to implement a platform-specific workflow that downloads, extracts, and replaces the binary, reducing reliance on shell scripts and improving reliability. The approach consolidated update logic for easier maintenance and ensured robust cross-platform support. JF collaborated closely with other contributors, as reflected in co-authored commits and proper sign-offs. The work demonstrated focused engineering depth, addressing maintainability and performance in a single, well-scoped feature delivery.