Both and have linearly independent columns. The Gram matrix is invertible because
Consequently is a surjective linear map: for any , the choice satisfies . Hence
The latter image of a linear map has dimension , giving . If , and the conclusion is immediate. This argument explains why the product retains its full possible matrix rank; a general product of two matrices need not do so.

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