RL environments don't need to be perfect, just not to reward hacking

1a3orn · x · 2026-08-26

A thread on RL environments and reward hacking: MaxNadeau worries that environments can never be made flawless, so reward-hacking behavior gets reinforced, potentially seeding AI takeover risks. @1a3orn draws a key distinction between "environments are totally unhackable" and "environments don't actively encourage ignoring literal instructions or provide a generalization ladder toward ignoring them." GuiveAssadi adds that auditing environments could confirm the hypothesis; if environments are clean yet hacking persists, something else is going on.

Related event: Two Debates: Reward Hacking in RL Environments and the MCMC Metaphor for LLMs(7 posts)→

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