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What would you have done if you knew Maduro was going to be out of power? We did. Our model assigned a 72% probability of him losing power, against the consensus of 17% on Polymarket. We published that 4 hours before the news of his capture broke, creating an instant 488% return. That's not a one-off. It's what systematic early warning looks like when you replace analyst intuition with a recursive knowledge graph, bias-resistant architecture, and a team from the IMF, UN, and MIT. At Downstream Intelligence, we are building a hedge fund to translate exactly this kind of geopolitical foresight into financial markets. Geopolitics is the key driver of markets. That's an edge, not a risk.