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Nowadays I expected an opaque dictionary to be amortized O(1).

Granted, one can technically call that O(log(n)), but that's not a helpful categorization.

You cannot guarantee that from a hash map since an adversary who knows the hash function (unless it's cryptographic) could game the data structure to their advantage.

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