Fumiko is an open-source local-first email watcher built in Rust that monitors inboxes without relying on third-party cloud APIs. It uses on-device models for triaging important emails and features a modular architecture designed for effective email synchronization and state management. The author shares insights on the technical challenges faced during development, making it a valuable resource for developers interested in desktop applications and Rust programming.