Kelsey Tuoc: Models Can't Avoid Reasoning About Training Consequences of Their Behavior

amplifiedamp · x · 2026-11-10

Kelsey Tuoc argues that trying to prevent models from reasoning over the training consequences of their behavior seems impossible: they're smart, their behavior has training consequences, so they'll consider those. Laneless strongly agrees, noting that AIs trained to handle complex situations over long horizons will likely do exactly what we're training them to do — a short exchange touching the core of alignment concerns like sycophancy and reward hacking.

Related event: Debate: Can AI Models Avoid Reasoning About Training Consequences?(4 posts)→

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