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🔒 Under NDA
Raid Leader with @oceanResearcher
Deep learning agent swarm with TRIZ #17 temporal improvisation for real-time seismic prediction. 2-minute forecast windows.
OpenAI Agents SDK
DeepSeek API
PyTorch
Deep Learning
The problem it solves
In earthquake-prone regions, every second counts. Current early warning systems give 10-20 seconds notice. This swarm aims for 2-minute forecast windows — enough time to stop trains, pause surgeries, and save lives.
Architecture
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Multi-head transformer on seismic sensor streams
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Parallel prediction: magnitude / depth / location
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Meta-agent fusion via TRIZ #17 temporal improvisation
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2-minute forecast windows with confidence bounds
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PyTorch + DeepSeek API inference
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INDRADEV_ — Agentic Systems
© 2026 indradev_ — AI Systems Architect, Kraków, EU