Toph
Real-time earthquake feed and live routing platform that guides citizens to safety within seconds. Toph helps users to navigate to the most nearby earthquake assembly area after the users provide their geolocation.
Role
Full-stack Engineer · UX / UI Designer · Data-Viz Developer
Industry
Civic Tech · Disaster Response
Duration
10 Weeks
Stage 4: Testing & Iteration
I tested the working prototype locally in Flask to validate real-time functionality and user clarity.
Users entered an origin and destination, and the system dynamically:
Fetched the latest earthquake data from USGS
Calculated the route via GraphHopper’s Directions API
Displayed both on an interactive OpenStreetMap interface
Returned a clear “Safety check: SAFE” status when the route remained outside the 20 km epicenter radius
This hands-on testing helped verify data accuracy, responsiveness, and overall usability. The Route Summary page displayed distance, estimated travel time, and quake metadata, giving users instant confidence about safety conditions.
Visual testing also confirmed the design’s clarity. The route appears in blue over a neutral map background, emphasizing readability under stress.
Planned refinements for the next iteration include:
Adding color-coded safety indicators (green/yellow/red) based on proximity to epicenters
Incorporating live status updates when new quakes occur
Improving the UI layout for mobile viewports
Stage 5: Deployment & Future Work
After validating the prototype’s real-time routing and safety-check logic, I focused on preparing the system for broader deployment and data scalability. The backend already integrates live USGS earthquake feeds and GraphHopper routing, but the next phase aims to improve reliability and expand data depth:
Integration Pipeline: Outlined the next steps for connecting DOT (Department of Transportation) closure feeds and ShakeMap PGA grids, allowing safer, data-driven rerouting after major events.
User Experience Improvements: Planned mobile-optimized layouts, persistent route history, and a simplified alert system for rapid re-navigation after aftershocks.
Partnership & Testing: Drafted a collaboration plan with the Seattle Office of Emergency Management to pilot Toph during the upcoming Great ShakeOut 2025 drill.
These efforts position Toph as a scalable, deployable emergency navigation tool capable of assisting communities during real seismic events.
Other projects
Gaia
Digital environment that creates a sustainable ecosystem where receipts are automatically stored after every payment. Gaia retrieves transaction data securely through bank and card network integrations and transforms them into organized digital receipts. It sends timely reminders for warranties, subscriptions, and returns while providing personalized sustainability insights that help users understand their environmental impact.
Yenn
AI-powered AR recipe generator that transforms leftover ingredients into creative meals. It bridges the “awareness-to-action gap”, the moment between noticing food in the fridge and confidently using it, helping users reduce food waste, save money, and make sustainable cooking decisions.
Targ
Reducing edible food waste through lightweight logistics, clear hand-offs, and data-driven pickup routing.
Farestart Website Redesign
Revitalizing a nonprofit’s digital presence to communicate warmth, professionalism, and social impact.









