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The most dangerous AI mistakes aren't ridiculous. They're plausible. Say I'm researching a company. I KNOW: They just hired a global CMO. From that, AI might reasonably INFER: They're focused on international growth. That may create new marketing needs. Reasonable. But do we know they're looking for an outside partner? No. That's UNKNOWN. The problem starts when those three things get presented with the same level of certainty. So I use one rule in every serious AI research system: KNOWN. INFERR
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