The Generalist

Can Humans Stay Smart in the Age of AI? (David Krakauer, President of the Santa Fe Institute)

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Sep 23, 2025
David Krakauer, President of the Santa Fe Institute and a leading complexity scientist, delves into the complex relationship between AI and human intelligence. He argues that large language models are misinterpreted as intelligent, lacking essential cognitive dimensions like representation and strategy. Krakauer warns that these AIs could threaten our cognitive capabilities, much like an addictive substance. He also highlights the value of creativity inspired by Cormac McCarthy, and offers strategies to maintain our cognitive autonomy in a tech-driven world.
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INSIGHT

Complexity As The Science Of Problem‑Solving Matter

  • Complexity studies 'problem‑solving matter' like brains, cities, and markets across scales.
  • Krakauer views principles like adaptation and computation as core to connecting diverse systems.
INSIGHT

Three Axes Of Intelligence

  • He frames intelligence in three dimensions: inference, representation, and strategy.
  • Krakauer says LLMs excel at inference but lack genuine representation and strategic depth.
INSIGHT

Sterility From Missing Representation

  • Krakauer notes AI development emphasizes agentic (strategic) features while neglecting deep representation.
  • He claims generated outputs feel sterile because they lack the art of representation.
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