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Conversational patterns for human-machine interaction

An exploration of whether human-human conversational patterns are the right model for human-AI interaction, and what better alternatives might look like.

Published Maturity 🌱 Seed AI 100% Maai Fully written by me.

Human conversation has conversational patterns: Schegloff (Sacks, Schegloff & Jefferson, 1974). But those are for human-human conversation.

If we do want to use conversation as an interaction model (which I think should still be possible, just not unrestrained), we should not reuse human-human conversational patterns, but design new ones for this particular context: human-machine interaction. And that might (should!) include patterns that include more constrained inputs and different interactions than what we see in human-human conversation. That’s the entire point: conflating human-human conversation with human-machine interaction harms both.

Research question: has the premise that conversation leads to better results in chatbots ever been researched?

Sources:

Research questions

  • Has the premise that conversation leads to better results in chatbots ever been researched?
  • Why did we start using human-human conversation as an interaction model for machines to begin with?
  • Is there any evidence that conversational interfaces perform better than non-conversational ones (e.g. task completion rates)?
  • What makes interacting with AI systems different from talking to humans?
  • What risks should be mitigated when applying human-human conversational patterns to human-AI interaction?

Deliverables

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Project started 2026-03-27.