Consider maximizing -x^2. The reciprocal is -1/x^2. This has no minimum, and the derivative at x=0 is undefined. For a problem like this, a gradient-based optimizer will encounter problems. On the other hand, if you just multiply by -1, you won’t have any trouble.
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