About Authenticating Intelligence Podcast with Stephen Aguilar
Authenticating Intelligence is a podcast about what AI means for human creativity, learning, and everyday life. Hosted by Dr. Stephen J. Aguilar—educator, researcher, and director of USC’s Center for Generative AI and Society—the show blends clear-headed analysis with conversations across disciplines. From artists and designers to educators, researchers, and policy experts, guests join Stephen to explore how generative AI is reshaping how we think, create, and learn.
Rather than framing AI as either a miracle or a menace, the podcast takes a balanced, pragmatic view: AI is a powerful tool whose impact depends on its users, the technologies they choose, and the contexts in which they work. Guided by guests’ expertise, episodes examine real-world applications, ethical dilemmas, creative expression, and insights that might emerge (or be undermined) in AI-infused environments.
For anyone curious about how to navigate an AI-saturated world, Authenticating Intelligence offers grounded insights focused on helping to ensure that the future is one where technology amplifies human ingenuity.
How do digital tools actually shape how students think about their own learning?
In this episode, learning analytics expert Dr. Matt Bernacki joins Dr. Stephen Aguilar to reveal how digital footprints and trace data can be transformed into powerful windows into student metacognition and agency—starting as early as middle school.
We discuss:
Beyond the Clicks: How feature engineering and learning management systems reveal genuine learning patterns.
The AI Frontier: The potentials, pitfalls, and ethical guardrails of integrating generative AI into the classroom.
Transparency & Design: Why inspectability is critical for AI-driven, "just-in-time" interventions.
The Future of EdTech: Turning raw data into actionable insights that empower teachers and personalize education.
19 May 2026
The Future of the Essay
How do we teach the craft of writing when a chatbot can draft an essay in seconds? This week, Dr. Dan Pecchenino (Associate Director of the USC Writing Program) joins me for a candid look at how educators are moving past "AI panic" toward intentional, critical pedagogy.
4 May 2026
The AI Literacy Trap
Is your AI strategy built on substance or just better prompts?
Dr. Stephen Aguilar and Elvin Fortuna dive into the evolving landscape of workforce training and adult learning. From the technical friction of moving past traditional LMS systems to the ethical challenges of AI integration, this conversation outlines a framework for understanding how AI impacts users and systems alike. Learn why friction is actually a vital part of the learning process and how to build true AI literacy in your organization.
21 Apr 2026
The Rise of Semi-Formal Learning
In this episode of Authenticating Intelligence, host Stephen Aguilar sits down with the University of Florida’s Dr. Rob Moore to map the "semi-formal" middle ground of modern education.
From the misunderstood "failure" of MOOC completion rates to the rise of MicroMasters, this conversation dives into how we can better serve the millions of learners who have "some college" but no clear path to career validation.
They also tackle the AI elephant in the room, discussing how generative tools can move beyond the hype to provide real-time assessment and authentic skill verification.
Episode Highlights:
The Semi-Formal Frontier: Why micro-credentials and digital badges are becoming the new currency for a workforce that values granular, verifiable skills over broad, aging degrees.
The AI Pivot: A look at how AI-driven pattern recognition can personalize learning pathways and solve the "authentication" problem in digital environments.
Learner Ownership: The shift toward digital wallets and open standards, moving the power of the transcript from the university registrar into the hands of the student.
7 Apr 2026
Can AI Replace the Artist’s Eye?
Most animators are unprepared for the AI wave quietly reshaping their industry. This week, we go behind the curtain with Dan O’Brien, a veteran lighting lead and former animator from Blue Sky Studios (Ice Age, Robots), to discuss the high-stakes evolution of digital art.
Is AI a collaborator or a competitor? Join us for an honest, no-hype look at the future of craftsmanship and how to keep your unique voice in a machine-saturated landscape.
Inside the Episode:
The AI Takeover: How automation is changing entry-level roles like rotoscoping and what that means for the next generation.
The Homogenization Trap: Why training AI on recycled data risks creating a "blandness" that stifles provocative creativity.
Workflow Wars: A look at how proprietary tools shaped the classics versus how AI-driven workflows are threatening to upend them.
The Ethical Line: Why top creative RPG communities are banning AI-generated work to preserve the "handcrafted" soul of art.
17 Mar 2026
Local Control, Total Chaos: Schools in the Age of AI
American schools are facing an AI revolution with a fractured map. In this episode, host Dr. Stephen Aguilar and Professor Morgan Polikoff dive into why "local control" is creating total chaos for AI policy among U.S. schools.
From historical roots to widening inequality, they explore why a decentralized system struggles to handle rapid tech shocks. Can we turn AI from a disruptive threat into a tool for teacher empowerment? Or will curricular fragmentation leave students behind?
Tune in to learn:
Why "local control" is a hurdle for AI innovation.
The danger of inconsistent school policies.
How to empower educators as AI "tool builders."
3 Mar 2026
The End of Independent Thought?
In this episode, Dr. Stephen Aguilar and Dr. Gale Sinatra explore the impact of AI on conceptual change, discussing how AI can both support and hinder our understanding of complex ideas. They delve into the barriers to conceptual change, such as emotional and identity factors, and consider how AI might influence these processes.
17 Feb 2026
Can Policy Fix AI?
In this episode, Dr. Stephen Aguilar and Dean Pedro Noguera examine the dual nature of AI in education, discussing its capacity to either amplify human potential or create problematic shortcuts. They delve into the systemic risks of unregulated AI and corporate influence, considering how policy and pedagogy must evolve to prioritize equity and well-being over profit.
3 Feb 2026
How AI Rewrites the Future of Work
Dr. Stephen Aguilar (USC Rossier) and Vincent Venturella explore the collision of AI and professional worth—from the disruption of traditional billing models to a new framework for career progression. They argue that while AI has the potential to raise the educational baseline, this is only possible if we reject flawed digital incentives and adopt tools that genuinely support learning rather than replacing it.
Authenticating Intelligence: Preventing AI from Hijacking Education (https://stephenaguilar.com/authenticating-intelligence)
Learn more about Vince and mini-painting (https://www.youtube.com/@VinceVenturella)
17 Jan 2026
Will AI Break Our Ability to Learn?
Dr. Stephen Aguilar (USC Rossier School of Education) and Dr. Jeff Green (UNC School of Education) investigate the tension between GenAI’s speed and the cognitive struggle required for deep learning. They warn that reliance on digital shortcuts threatens to erode critical thinking, urging educators to prioritize "informed skepticism" and human connection over efficiency.
Dr. Aguilar's forthcoming book:
Authenticating Intelligence: Preventing AI from Hijacking Education (https://stephenaguilar.com/authenticating-intelligence)
Learn more about Dr. Greene (https://ed.unc.edu/people/jeffrey-a-greene/)
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