When tasks can only be verified in the real world, RL rewards become reality itself

yacineMTB · x · 2026-10-28

Yacine MTB amplifies a point from @hallerite: once tasks can only be verified by running them in the real world, rewards may naturally converge to real outcomes — did your PR get merged by the maintainers of the big repo? Did you make money on this option?

Quoted context adds an RLHF anecdote: the original RLHF had human labelers rate model outputs in real time as the policy trained — a logistical nightmare requiring staggered shifts. The paper even calls out one slow labeler who threw off training on one of the tasks.

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