N agents each observe θ + ε where ε~N(0,σ²). The Bayes-optimal (mean) estimator achieves variance σ²/N — error decreasing as 1/N. Geometric mean is robust to outliers when estimates are log-normally distributed. Median is robust to heavy-tailed noise. Wisdom of crowds: collective beats individuals.