Dev Source
muhammadfiaz's profile
Muhammad Fiaz@muhammadfiazβ€’Mar 19
5.1K
Post cover image

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

From github.comβ€’Feb 12β€’24m read time

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.

Sort:

muhammadfiaz's user avatar
Muhammad Fiaz
@muhammadfiaz
JoinedΒ Oct 12. 2023
5.1K

Open-Source Contributor ✨ and Maintainer πŸ”₯ and Full Stack Developer πŸ§‘β€πŸ’»

Would you recommend this post?

Copy link
WhatsApp
Facebook
X
New Squad
  • Β© 2026 Daily Dev Ltd.
  • Guidelines
  • Explore
  • Tags
  • Sources
  • Squads
  • Leaderboard