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The Human-Machine Knowledge Spiral

Author

Listed:
  • Aaron Chatterji
  • Daniel Rock
  • Eduard Talamas

Abstract

Nonaka emphasized that innovation is the result of a continuous back-and-forth between tacit and explicit knowledge. Artificial intelligence introduces a fundamentally new object into this process -- tacit machine knowledge -- but Nonaka's ideas are more relevant than ever. The central role of the knowledge-creating company remains the same: to create the shared context in which different kinds of knowledge can feed off each other, become organizational knowledge, and set off further cycles of innovation.

Suggested Citation

  • Aaron Chatterji & Daniel Rock & Eduard Talamas, 2026. "The Human-Machine Knowledge Spiral," Papers 2606.29227, arXiv.org.
    • Handle: RePEc:arx:papers:2606.29227
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    File URL: https://arxiv.org/pdf/2606.29227
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