CityShift
Built at ShellHacks 2026 to help autonomous vehicle teams choose test routes. My Python/FastAPI backend divides an 8 km city radius into H3 cells, then scores them against 1,153 reference cells from five cities. The application combines OSMnx, Google Maps, Gemini APIs, and NHTSA crash data with a Next.js/React frontend.
