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Abstract black sun with flowing, flame-shaped rays radiating outward on a sage green background.
MarginsLog
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Abstract black sun with flowing, flame-shaped rays radiating outward on a sage green background.
MarginsLog
Home Design Practice
  • Design Practice

The Gen-AI Police

Generative AI has changed how people decide what is worth trusting.

  • May 6, 2026
  • Design Practice

Why now?

Progressive sign-up, an onboarding strategy with a real trust tradeoff.

  • April 30, 2026
  • Design Practice

Account States

As products grow across platforms and regions, “registered vs. unregistered” stops being enough.

  • March 11, 2026

C. J. Huang

Product designer working on complex systems where experience, risk, and user behavior intertwine.
MarginsLog is a notebook for product decisions and tradeoffs. I discuss how product choices shape trust, introduce risk, and evolve over time.


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  • Design Practice (3)
  • Past Work (1)
  • Reflection (2)

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