Cybersecurity & Tech

Scaling Laws: HAGS (with AI): How AI Tools Are Shaping Education with Adeel Khan and Ryan Trattner

Kevin Frazier, Adeel Khan, Ryan Trattner
Tuesday, May 26, 2026, 10:00 AM

Adeel Khan of MagicSchool AI and Ryan Trattner of StudyFetch join Kevin Frazier, AI Innovation and Law Fellow at the University of Texas School of Law and Senior Editor at Lawfare, to discuss the rapid integration of artificial intelligence into education.

The conversation explores how AI tools are being used by both teachers and students, from automating lesson planning to providing personalized tutoring and study support. The group examines claims about improved learning outcomes and time savings, while probing what counts as meaningful evidence versus early-stage or self-reported metrics.

They also discuss the regulatory and operational challenges of building AI systems in education, including constraints imposed by student data protections, limited access to high-quality training data, and the growing impact of regulations and public scrutiny on product development and deployment.


Kevin Frazier is a senior editor at Lawfare and the Director of the AI Innovation and Law Program at the University of Texas School of Law.
Adeel Khan is the founder of MagicSchool AI.
Ryan Trattner is the co-founder of StudyFetch.
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