 Solution

The maximum-likelihood estimator isUnder the score-outer-product convention stated in the question,This is the sample covariance matrix with divisor $n$. The strong law of large numbers, applied entrywise, givesThus the empirical score outer-product information consistently estimates the per-observation Fisher information.