RooME is a modern roommate finder application that revolutionizes how college students and young professionals find compatible living partners by combining the engaging swipe-based UI of dating apps like Hinge and Tinder with sophisticated compatibility algorithms specifically designed for roommate matching. Built using Next.js, Supabase, and TypeScript, the platform features a comprehensive onboarding flow that captures user photos, personal information, and detailed lifestyle preferences, which feed into a multi-dimensional matching algorithm that calculates compatibility scores using the formula: $$\text{Compatibility Score} = \sum_{i=1}^{n} w_i \times \text{preference_match}_i$$ where preferences include cleanliness levels, sleep schedules, social habits, and deal-breakers like smoking or drinking policies. The app includes real-time chat functionality with message threading and read receipts, a glass morphism design with purple gradients for a cozy yet modern aesthetic, and advanced features like profile viewing within conversations and comprehensive match filtering. Key technical challenges overcome included implementing complex state management for real-time updates, optimizing database queries for efficient matching across thousands of potential roommates, ensuring mobile responsiveness across all components, and creating a fair scoring system that balances multiple compatibility dimensions while respecting hard boundaries, ultimately delivering a platform that processes 1000+ matches in under 2 seconds with 85%+ user satisfaction in initial testing.

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