Gocki16 developed an adaptive brightness calibration feature for the end-4/dots-hyprland repository, focusing on improving display configuration in dotfiles-driven environments. Using QML and front end development skills, Gocki16 replaced a fixed brightness value with dynamic scaling based on each monitor’s maximum brightness, enhancing accuracy and consistency across devices. The technical approach involved deriving display scale directly from hardware capabilities, which addressed the limitations of hard-coded defaults and improved maintainability. Gocki16 also updated configuration references and documentation to support easier onboarding and cross-device usage. The work demonstrated thoughtful attention to robustness and alignment with goals for reliable user experience.