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AI outputs require human verification because AI is probabilistic and can make errors.
  • Generative AI can produce plausible but incorrect legal, medical, or technical content.
  • A human‑in‑the‑loop is essential to audit, correct, and certify AI‑generated results.
  • This verification step creates new jobs focused on validation, quality control, and risk management.
  • Over time, standards and tools will evolve to streamline the verification process.
  • The model balances AI efficiency with human judgment to maintain safety and reliability.
Balaji SrinivasanThe Peter McCormack Show01:39:37

Supporting quotes

Quote
01:39:37
“AI makes errors, needs verification.” — Balaji Srinivasan
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01:40:03
“Human loop needed for AI outputs.” — Balaji Srinivasan

From this concept

Education Shifts to Internet-First Apprenticeships

Balaji envisions a future where learning is task-oriented, AI-assisted, and delivered online, replacing traditional K-12 schooling with skill-based apprenticeships.

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