
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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