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Production-Grade AI Ecosystemfor thunderstorm prediction
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A Production-Grade AI Ecosystem for Thunderstorm Prediction

Our goal isn't a one-off demo โ€” it's a system the public and authorities can depend on. That means it must be production-grade, and built on a complete AI ecosystem.

โš™๏ธ Production Grade+ ๐Ÿง  AI Ecosystem= โ›ˆ๏ธ Reliable Early Warning
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Production Grade

The promises the system must keep, 24ร—7, in the real world:
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High Availability

Every weather station runs 24/7. A precise monitoring mechanism watches each station's health and flags any outage instantly โ€” so no location ever loses coverage.

Stations online 30 / 30 ยท uptime 99.97%
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Scalability

Add more stations across regions and the ecosystem keeps performing optimally โ€” the same speed and accuracy whether it's a handful of stations or thousands.

10 โ†’ 10,000+ stations
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Accuracy

Accurate predictions by fusing three AI models โ€” sky-camera vision, sensor time-series and satellite/radar geospatial โ€” instead of relying on one signal.

3-model fusion
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Performance

Quick response โ€” readings are processed and warnings delivered within seconds, so alerts reach people while there's still time to act.

alerts in seconds
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Security

The entire ecosystem is resilient to cyber attacks. Every station and the cloud sit on a private VPN

Private VPN ยท zero-trust
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AI Ecosystem

Everything the system is built from โ€” the brains and the machinery:
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AI

The intelligence โ€” Vision, Time-Series and Geospatial models that learn storm patterns and predict thunderstorms.

Vision ยท Time-Series ยท Geospatial
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Linux

The operating system it all runs on โ€” the most widely-used server OS, powering the cloud and the stations.

server OS foundation
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Hardware

The best hardware for the job โ€” GPU servers (like our data-centre AI-HPC server) that train the models and run predictions fast.

GPU ยท AI-HPC server
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Docker

The production deployment method โ€” package the app once and run it identically on any machine, from a laptop to the cloud.

build once ยท run anywhere
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Technology Domain

Where the workloads actually run โ€” Edge / Cloud Computing: sensors at the edge, heavy AI in the cloud.

Edge + Cloud
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A Thunderstorm Early-Warning System You Can Trust

Production Grade makes it dependable โ€” always on, accurate, fast and secure. The AI Ecosystem gives it the intelligence and the infrastructure. Together, that's a system the public and disaster authorities can rely on for real early warning, not just a demo.

โœ“ 24/7โœ“ Scalesโœ“ Accurateโœ“ Fastโœ“ Secure