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The point is that there is a fourth requirement, namely that your fitting function must be an LCBF to begin with. Otherwise you don't have a linear estimator at all, let alone a "best" linear >estimator.
As you can see from the three examples given above, in physics we see lots of things that are LCBFs ... and also lots of things that aren't.