Unbiasedness, $\sigma^2(X'X)^{-1}$ and BLUE are exact; consistency needs conditions on $X$

Consider $\{Y,X\beta,\sigma^2I\}$ and the OLS estimator $\hat\beta_{OLS}$. Which statement is not true in general?