Dark Mode Theme for Web UI

The web UI currently offers only a single light-themed display option, with no ability for users to switch to a darker color scheme. This enhancement would introduce a dark mode setting that users can enable within the interface preferences, applying a darker color palette across the application. A dark mode option would reduce eye strain during extended use and align the product with common accessibility and display preferences supported by many modern enterprise applications.