I roughly understand why assumptions are needed. In my mind: so that
sympy knows what the numerical values the symbol can assume. Is that a
right way of thinking about it?

It's one (correct) way of thinking about it.
Another way would be: "The set of rules that restrict the values the symbol can assume". That's the perspective with the focus on the information that SymPy can use.

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