Hinton's chicken-breeding analogy: reward design is the key to AI alignment

i_dg23 · x · 2026-10-29

Geoffrey Hinton uses a poultry-breeding analogy for alignment: selecting hens by individual egg output bred aggressive birds, while selecting by whole-cage output bred cooperative ones. He argues current training (pretraining plus RLHF) doesn't make AI good, and researchers should seriously study individual vs. group reward design from evolutionary biology.

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