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independently built / 2025

resq · disaster response

Multimodal disaster-response app.

my part

Mobile lead and multimodal pipeline design.

the outcome

2nd / 147
teams, hackathon final

React NativeYOLOv5EfficientNetMobileNetGemini

context

ResQ is a disaster-response app with two distinct modes: public, for everyone on the ground; and authority, for the responders making decisions about where to send help. Both modes share data; neither tolerates noise.

what i built

Seven production-ready screens across the two modes. A multimodal verification pipeline that combines EfficientNet, MobileNet, YOLOv5, Gemini, and live news ingestion to classify severity and aggressively filter false positives.

engineering choices

Verification was treated as a layered problem. No single model is trusted; each gets a vote and the pipeline weighs them against live news context before anything reaches the authority view.

outcome

Placed 2nd of 147 teams at the hackathon final. The verification pipeline is the part of the project I would carry into a production version unchanged.