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# Why is the gradient normal?

This is a somewhat long discussion so bear with me. There is a theorem that I have always been curious about from an intuitive standpoint. This is an issue that has been glossed over in most textbooks that I have read. Quoting Wikipedia, The theorem is:

"The gradient of a function at a point is perpendicular to the level set of f at that point."