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Is this a matrix notation of standard error?

What is the matrix notation of the standard error? A friend is referencing the standard error as: $$SE^2=(XX^T)^{-1}\sigma^2$$ $$\sigma^2 = \frac{1}{n-p}\sum\limits_{i=1}^n |\hat{y_i}-y_i|$$ ...