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I teach AI tools to corporate employees for a living. The questions I get most reveal a big misconception about what people think they need to learn.

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I run AI productivity sessions and the most common question I get from participants is some version of: "Do I need to learn Python / prompt engineering / fine-tuning to actually use AI well?" The answer almost always surprises them: no. For 95% of knowledge worker tasks, the bottleneck isn't the technology, it's knowing what task to apply it to, and how to evaluate the output. The most impactful thing I teach isn't how to write a prompt. It's how to break a repeating work task into steps, identi

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