WatchTower
See the story before it breaks.
Bloomberg · AP · Reuters · Al Jazeera · CNBC · 40+ more
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AI That Earns Trust.
No classification without statistical proof. AI is the last gate, not the first.
3-Stage Breaking Event Detection Pipeline
Stage 01
Cluster Headlines
Jaccard token similarity groups incoming headlines from 50+ sources. Zero AI — pure statistical clustering.
50+ SourcesStage 02
Velocity Gate
5+ sources, 6+ items, <5min average gap, 3+ items in last 10 min. All four thresholds must pass.
4 ThresholdsStage 03
AI Classification
Groq/Llama 3.1 only fires when the velocity candidate is already strong. No hallucinations, no false positives.
Groq Llama 3.16 Specialized Auto-Reconfigure Layouts
Conflict
Military tracking, strike map, conflict events
Natural Disaster
Earthquakes, wildfires, severe weather
Tech / Cyber
Cyber threats, outages, exploits
Economic Crisis
Markets, macro composite, supply chain
Health / Pandemic
Outbreaks, displacement, infrastructure
Political
Conflict events, protests, diplomatic signals
Auto-reverts to default layout after 2 hours · Per-panel error boundaries — one panel crashing never takes down the dashboard
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