Contributed to ferrocene/ferrocene by refining the arc_with_non_send_sync lint, clarifying guidance on Arc versus Rc usage in Rust and correcting grammatical issues to improve developer onboarding and reduce misuse. In chimera-linux/cports, upgraded the Limine bootloader from version 10.5.0 to 12.0.2, updating build metadata and source verification to enhance boot reliability and support reproducible builds. Work emphasized code documentation, linting, and system programming, leveraging both Rust and Python scripting. Focus remained on maintainability and production readiness, with careful attention to release engineering practices and clear communication through improved tooling and package management within each repository.