- Designed and built the entire ResiliCity 2026 web application from scratch, including the 3D Mapbox digital twin and UI layout.
- Developed the backend simulation engine and mathematical models linking traffic density with CO2 emissions and Urban Heat Island (UHI) temperature drops.
- Processed and integrated spatial open data from OpenStreetMap, GTFS transit feeds, and EPA/NASA satellite datasets.
- Framed the problem statement using the UNLEASH Innovation Methodology, authored the submission pitch, and prepared the demo presentation.
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