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An AI pioneer says the technology is ‘limited' and won't replace humans anytime soon

Andrew Ng highlights unresolved AI training challenges and growing demand for inference-stage AI, warning of risks like hallucinations and mental health impacts amid rising data center needs.

  • Andrew Ng, AI pioneer and educator, said AI is powerful yet limited and unlikely to broadly replace humans in the near future.
  • Ng said the training stage contains the biggest unanswered questions, noting persistent hallucinations and mental-health impacts that increase scrutiny of capital expenses for training.
  • Ng said inference demand is massive, and the industry will need many more data centers as GPUs, once for gaming, now power top AI infrastructure.
  • Ng warned against stifling rules from one or two anecdotes and urged transparency laws like SB 53 and the RAISE Act, advising people to keep learning to code.
  • Given his platform and credentials, Ng's views carry influence and he contended parts of today's AI landscape resemble a bubble even as commercial value rises; he co-founded Google Brain, founded Coursera and DeepLearning.ai, and has over 2.3 million followers on LinkedIn.
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NBC News broke the news in United States on Saturday, December 27, 2025.
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