The zero means and orthogonality give the exact second moment
Thus in . Chebyshev's inequality gives the requested weak law of large numbers:
Independence is unnecessary; the stated second-moment orthogonality is sufficient.
For an explicit almost surely convergent subsequence take . For each positive integer ,
The First Borel-Cantelli lemma makes only finitely many such exceedances occur. Intersecting the resulting probability-one events over gives almost surely.

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