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Atlas / Human–AI interaction / Method

Ethnography and interviews

Months of observation and interviews inside workplaces or communities to see how AI changes daily practice.

Used in

  • Prather et al 2024 - The widening gap
  • Schull 2012 - Addiction by design
  • Ranganathan Ye 2026 - AI intensifies work

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Around this method
The Widening Gap: The Benefits and Harms of Generative AI for Novice ProgrammersAI Doesn't Reduce Work—It Intensifies ItAddiction by Design: Machine Gambling in Las VegasWhat separates flow from 'dark flow' when building with AI?What does working with AI do to sleep, rest and the body?Who pays the cognitive debt — novices, experts, or the next generation?This method

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Linked from

  • The Widening Gap: The Benefits and Harms of Generative AI for Novice Programmers
  • AI Doesn't Reduce Work—It Intensifies It
  • Addiction by Design: Machine Gambling in Las Vegas
  • What separates flow from 'dark flow' when building with AI?
  • What does working with AI do to sleep, rest and the body?
  • Who pays the cognitive debt — novices, experts, or the next generation?

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