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OpenAI

Mid

Shape how OpenAI's models talk to the world

OpenAI's Core Models team treats the model itself as the product, and this Model Designer role sits at the center of that: crafting how the model interprets ambiguous user intent, balancing capability against trust, and partnering with researchers to shape model behavior rather than a traditional UI. Expect deep discussion of taste, writing craft, and the philosophical tradeoffs of designing for billions of unpredictable users.

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What this interview tests

  • Designing and predicting model behavior alongside researchers
  • Balancing model capability, ambiguity-resolution, and user trust
  • Sourcing/creating high-quality training data creatively
  • Cross-functional voice/approach alignment with PMs and other designers
  • Technical intuition for how data changes affect model behavior
  • Comfort with ambiguity, experimentation, and killing failed ideas

Common question themes

Walk me through a response you'd write or fix for a genuinely ambiguous user query

How do you decide when the model should assume more vs. ask a clarifying question

Describe a creative approach to collecting data to improve model behavior in some dimension

Tell me about a time you had to infer unstated user needs from limited signal

How would you work with a researcher who disagrees with your read on desired model behavior

Describe an idea about model interaction design you tested and abandoned

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