Dan Klein distinguishes broad model capabilities from reliable behavior in consequential settings. He says enterprise audits can reveal more hallucinationsA hallucination is an AI output that presents false, unsupported, or invented information as though it were reliable. than organizations expect; that estimate is his account, not an independently established rate.
He explains how plausible but incorrect outputs can escape notice and argues that specialist agent models can focus on policy adherence and verifiable actions.
Klein describes Scaled Cognition’s approach to modeling higher-level actions and policies. Claims about guarantees and performance are attributed to him and would require independent evaluation.
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