Machines Like Us

The Real World Cost of AI

Jun 18, 2024
Kate Crawford, co-founder of the AI Now Institute and author of Atlas of AI, dives into the complex realities of artificial intelligence. She debunks the myth that AI is immaterial, exposing its vast physical and environmental footprint. Crawford discusses the hidden human labor behind AI systems and the significant biases encoded in massive datasets. She emphasizes the urgency of addressing the planetary costs of AI and advocates for moral restraint in its expansion. Collective action, she argues, is key to shaping AI's future responsibly.
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INSIGHT

AI's Massive Material Footprint

  • AI appears immaterial but has a vast physical footprint of energy, water, and minerals.
  • Kate Crawford calls it the largest superstructure humans have ever built.
ANECDOTE

Eliza Showed Our Tendency To Anthropomorphize

  • Joseph Weizenbaum's Eliza produced simple scripted replies yet users anthropomorphized it and treated it as intelligent.
  • Weizenbaum became worried that conversational interfaces make people ascribe undue powers to machines.
INSIGHT

Models Learn From The Entire Internet

  • Modern frontier models ingest internet-scale datasets that are effectively everything online.
  • Crawford notes datasets like LAION 5B are at an event horizon of human ability to inspect.
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