
Paper Walkthrough
Equalizer or Amplifier? The Dividing Line Is Task Complexity
A read of an HHAI 2026 position paper: AI narrows the novice-expert gap on routine work and widens it on complex work. What decides who benefits is domain expertise, not prompt engineering.
Read More






