War Room
Real-time global conflict monitoring and intelligence
The problem
Tracking global conflicts requires monitoring hundreds of news sources across languages in real time. Manual monitoring misses events, introduces bias, and can't scale. By the time an analyst reads a report, the situation on the ground has already changed.
The solution
A real-time intelligence platform that ingests live news feeds, classifies events by type and severity using NLP, extracts geographic coordinates, and pins them on an interactive map. The system runs 24/7, processing hundreds of sources and surfacing high-impact events within minutes of publication.
Key technical decisions
Multi-language NLP pipeline for event extraction and classification across news sources
Severity scoring algorithm that weights source reliability, event type, and geographic context
Real-time geographic mapping with automatic clustering and temporal decay for stale events
The outcome
Hundreds of sources monitored continuously. Events classified and mapped within minutes of publication. Zero manual monitoring required for baseline intelligence.
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