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AI and big ag data for food security

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Satellite imagery plus feeds from over 100,000 weather stations combine with OCR'd reports and multilingual survey data into a knowledge graph that encodes crop varieties (dozens for wheat, over 10,000 crop items), geography and biological time like growth cycles. The pipeline already holds 55 million data series (650 trillion data points) and is doubling every six months toward ~200 million, and it runs commodity-by-commodity, country-by-country supply‑demand‑trade‑price models to trace shocks like swine fever through global markets.

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