The Hallway Track
Engineering Insights

Match what your AI does with what users want to do

Google Developers (Google I/O) · May 21, 2026 · Engineering Insights

Google's PAIR guidebook frames AI trust as continuous calibration, not a one-time achievement

“Building trust is no longer a static, one-time achievement. Trust is now an ongoing, critical process of continuous calibration.”

A Google Core UX program manager presented frameworks from Google's People and AI (PAIR) guidebook at Google I/O, focusing on translating user intent into AI tasks and building dynamic trust. The talk introduces 'human-AI alignment' as a design concept where trust is modeled as a continuous sparkline rather than a fixed state. While practically useful for AI product designers, this is a UX best-practices talk rather than a major announcement or research finding.

AI UX human-AI alignment trust calibration Google PAIR product design

Watch / read the original source →