Kelsey Tuoc: commercial incentives have never produced close human oversight of frontier models

KelseyTuoc · x · 2026-10-13

In an alignment debate, Kelsey Tuoc argues commercial incentives do not reliably produce "the most powerful models are closely monitored by competent humans" — and no lab has achieved that yet. More likely, the most powerful models won't be closely monitored by other AIs either, because that is far costlier and harder.

Related event: Alignment Debate: Can Commercial Incentives Keep Powerful Models Supervised(8 posts)→

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