Algebra pleb trying to migrate from univariate to multivariate

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Trying my best to translate my univariate knowledge into the the multivariate space. Explain why: A^T ? A = 1x1 matrix, which allows us to get the standard diviation: ? = ?sqrt(A^T ? A).