Worked on the ErikBjare/gptme repository to enhance reliability, deployment automation, and developer productivity. Developed robust lesson health management and ACP subprocess monitoring, introducing background health checks, orphan cleanup, and lifecycle stability to reduce production incidents and improve multi-user session reliability. Expanded test coverage for agent evaluation and the Tauri desktop app, refactoring code for better testability and CI confidence. Implemented diagnostic checks for environment readiness, including version validation and browser availability. Automated Cloudflare Pages deployment for the web UI using GitHub Actions, strengthening the CI/CD pipeline. Utilized Python, Rust, and YAML, with a focus on backend and full stack development.