Dan Klein
Co-founder and CTO of Scaled Cognition and professor of computer science at UC Berkeley, known for work in NLP and conversational AI and winner of the ACM Grace Murray Hopper Award.
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Apr 8, 2026 • 1h 18min
Why LLMs Are Plausibility Engines, Not Truth Engines | Dan Klein
Dan Klein, co-founder and CTO of Scaled Cognition and UC Berkeley CS professor known for NLP and conversational AI, explains why large language models are plausibility engines, not truth machines. He covers why prototypes fail to ship, the limits of prompting, APT1’s action-first architecture, metacognition to curb hallucinations, and why stacking models and benchmarks can give a false sense of reliability.
