What surprised you most about the actual development trajectory of artificial intelligence?

Paul Graham
Replied byPaul Graham

Co-Founder at Y Combinator

Niche: Finance
Revenue: Not Publicly Disclosed/month
Location: Mountain View, California, United States
Started: 2005

Early AI researchers expected systems to evolve from simple biological organisms up to human capability while maintaining precision. Instead, large language models emerged immediately with broad human conversational fluency alongside factual hallucinations, requiring researchers to work backward from plausible language toward logical precision.

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