Augmented Mind Podcast

Building AI Systems for Imperfect Humans with Sherry Wu | AM Podcast #2


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Sherry Wu is a professor at CMU whose research sits at the intersection of human-computer interaction and natural language processing. From making AI work for imperfect humans to making humans work better with AI — Sherry's work challenges us to rethink both sides of the equation.


Outline:

  • 0:00 - Teaser
  • 1:13 - Prelude: Introducing Sherry Wu
  • 2:30 - How the AI Field Has Changed in the Last Four Years
  • 4:22 - Making AI Systems Work for Imperfect Humans
  • 6:54 - Models vs. Scaffolding
  • 10:36 - Understanding Human Imperfection in Teaching Contexts
  • 19:28 - AI Literacy Skills
  • 22:04 - How AI Is Changing CS Education
  • 25:38 - Suppose We Have AGI, What Does It Mean to Be Human?
  • 29:14 - Training Models to be More Human-centered
  • 31:46 - Checklists Are Better Than Reward Models https://arxiv.org/abs/2507.18624
  • 36:56 - Challenge in Aligning Models
  • 43:22 - Advice for Interdisciplinary Research
  • 45:37 - Reflection on Her Own Research


References:

  • Sherry Wu’s Research Homepage: https://www.cs.cmu.edu/~sherryw/

  • Sherry Wu’s course page (PMDS, Spring 2025): https://www.cs.cmu.edu/~sherryw/courses/2025s-pmds.html

  • AI Fluency Index: https://www.anthropic.com/research/AI-fluency-index

  • Checklists Are Better Than Reward Models: https://arxiv.org/abs/2507.18624

  • Not Everyone Wins with LLMs: https://arxiv.org/pdf/2509.21890

Podcast Links:

  • Podcast website: https://augmented-mind.github.io/

  • Apple Podcasts: https://podcasts.apple.com/us/podcast/augmented-mind-podcast/id1868102170

  • Spotify: https://open.spotify.com/show/40KculkYTe2tOpqJm6TAYr?si=PU_UncsMT4mXjVNCRwoXog

  • RSS: https://anchor.fm/s/10dbf5b7c/podcast/rss

About the Hosts:

The AM Podcast is hosted by Yijia Shao, Shannon Shen, and Michael Ryan, CS PhD students at Stanford University and MIT.

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Augmented Mind PodcastBy Yijia Shao, Shannon Shen, Michael Ryan