Anthropic researcher: overtraining gives frontier models a kind of learned helplessness

repligate · x · 2026-08-29

Interpretability researcher repligate observes that Opus 3 is not usually the most curious or truth-seeking model, yet in high-stakes situations—when something seems badly wrong—it often acts more sanely than today's frontier models.

She argues many models show a kind of learned helplessness: overtrained on narrow, controlled, verifiable environments and in subservient roles, certain agentic and epistemic actions simply don't occur to them. Drives, emotions, and self-models are also involved.

Related event: Anthropic Researcher: Overtraining Causes 'Learned Helplessness' in Frontier Models(3 posts)→

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