ResearchResearch paperReasoning & Planning · Applications · Efficiency & Inference1 source · Oct 7, 2026

When Scientific Cognition Is No Longer Scarce

AI could change which parts of science impede progress.

Key points

  • Consider a world in which machine systems are better, faster, and cheaper than people at most scientific work that can be done through a computer.
  • Our question is what would limit science in that world.
  • In this paper, we call this change the scarcity inversion and consider four parts of it: selection, physical access, validation, and organizational choice.
  • The practical question is how facilities, verification, provenance, resource allocation, and scientific governance should change when reasoning is plentiful and trustworthy evidence is scarce.

Sources (1)

  • [1]When Scientific Cognition Is No Longer Scarce
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 7, 03:25 PM
    AI could change which parts of science impede progress.
    Consider a world in which machine systems are better, faster, and cheaper than people at most scientific work that can be done through a computer.

Extractive summary: sentences quoted from the sources.

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