• Live Demo
• Devpost Submission

• Next.js (App Router) – server-side rendering, routing
• Tailwind CSS + ShadCN – styling and UI components
• React Query – data fetching and caching
• Vly.ai – sponsor

• Convex – serverless backend/database
• Orkes – workflow orchestration
• Newsdata.io – live news API integration
• OpenAI API – text analysis, event severity scoring
• Wolfram Neural Network + Regularization – predictive modeling (Urgency Score)

• Microservices-based architecture
• Clear separation between frontend and backend services

• Interactive world map visualization of conflict zones
• Economic loss estimation per household
• Predictive modeling of future economic impacts
• AI-powered resource allocation recommendations
• Donor contribution tracking dashboard
• Real-time news event pinning on map

• Mobile app for field workers
• Expanded data sources (satellite, social media)
• Public API for NGO integrations
• Offline data collection support

MIT