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The next big breakthrough will be AIs learning on the job

Dwarkesh Podcast

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Deployment Is Wasted Learning Opportunity

  • Most inference compute (~30–50%) currently produces no learning since deployment sessions aren't distilled back into model weights.
  • Real-world deployment reveals the most valuable data about usage, mistakes, and tacit organizational knowledge that models aren't yet learning from.
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