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The Next Limits on AI May Be Physical

Source: Analytics India MagazineRidhika BasnetOctober 19, 2026
Read the full story at Analytics India Magazine

Michael Ferrari, chief AI officer at Moby, argues that discussions about AI's future overlook critical physical dependencies beyond chips and models. He warned that global data-center electricity consumption could double over five years while AI-related demand could triple, citing copper and other materials as essential constraints. Ferrari cautioned against speculative capital allocation that ignores these physical limitations and could harm ordinary investors.

Key points

  • Physical infrastructure—energy, water, supply chains, materials—constrains AI growth
  • AI data-center electricity could double while AI demand triples within five years
  • Each AI token carries material costs (e.g., copper) often underestimated by forecasters

Summary and key points written by AI from the headline and a short excerpt, so they can be incomplete or wrong. Analytics India Magazine did the reporting; read the original for the full story.

Read the full story at Analytics India Magazine

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