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You’ve seen the slide deck. It usually appears in a quarterly town hall or a high-level strategy meeting, featuring a stock image of a glowing brain or a robot hand shaking a human one. The message is always the same: "We are becoming an AI-first organization." The leadership team is excited. The stakeholders are nodding. Meanwhile, in the actual lab, a senior scientist is currently staring at a "Corrupt File" error because they tried to open a 400MB Excel sheet that contains