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World Monitor is an open-source real-time intelligence dashboard that aggregates 100+ news feeds, geopolitical events, military tracking, and infrastructure data into a unified interface. Features include AI-powered threat classification using hybrid keyword/LLM pipelines, interactive maps with 25+ data layers (conflicts, military bases, undersea cables, satellite fire detection), country instability scoring, and market intelligence radar. The system uses browser-side ML (Transformers.js), three-tier caching with Redis, temporal anomaly detection via Welford's algorithm, and geographic convergence analysis. Built with TypeScript, deck.gl, and deployed on Vercel Edge Functions with a Railway WebSocket relay for blocked APIs. Includes infrastructure cascade modeling, prediction market integration, and shareable intelligence stories with social export.

koala73/worldmonitor: Real-time global intelligence dashboard — AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface

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