Dr. John Licato on the Trust Problem in AI

Dr. John Licato on the Trust Problem in AI

From Leap to Scale by Sourcetoad

May 19, 2026 · 41 min · Season 2 · Episode 12

About this episode

The episode explores the challenges of trust in AI with Dr. John Licato, focusing on hallucination-resistant AI and its implications in high-stakes environments.

In this episode of Leap to Scale, Justin Davis and Greg Ross-Munro sit down with Dr. John Licato, CEO of SquarePak and Associate Professor at the University of South Florida, to explore one of AI’s biggest unsolved challenges: trust. They discuss why hallucination-resistant AI matters in high-stakes environments like contracts and legal reasoning, how adversarial systems can improve AI decision-making, and why “I don’t know” may be one of the hardest capabilities for AI to develop. The conver...

People in this episode

Hosts: Justin Davis, Greg Ross-Munro

Guest: Dr. John Licato

Topics covered

  • AI trust
  • hallucination-resistant AI
  • adversarial systems
  • legal reasoning
  • AI decision-making

Keywords

  • AI
  • trust
  • hallucination
  • adversarial systems
  • legal reasoning
  • decision-making

Mentioned in this episode

Organizations: SquarePak, University of South Florida

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