Worked on installer reliability and dashboard enhancements across OpenPanel and Frigate repositories, focusing on system integration and deployment workflows. Improved the OpenPanel installer by addressing swap space allocation issues and enabling compatibility with Debian 13, building Python 3.12 from source and standardizing download methods using Shell scripting and Debian packaging. For Frigate, delivered documentation and dashboard improvements to support kiosk-monitor deployments on Raspberry Pi, enhancing display stability and simplifying setup for low-resource environments. Emphasized clear documentation and integration practices, utilizing Markdown and Shell to streamline user onboarding and ensure robust, cross-platform support for both system administrators and end users.