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The AI Fundamentalists - Podcast

The AI Fundamentalists

A podcast about the fundamentals of safe and resilient modeling systems behind the AI that impacts our lives and our businesses. 

Business Tech News Technology News
Update frequency
every 22 days
Average duration
34 minutes
Episodes
37
Years Active
2023 - 2025
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AI in practice: LLMs, psychology research, and mental health

AI in practice: LLMs, psychology research, and mental health

We’re excited to have Adi Ganesan, a PhD researcher at Stony Brook University, the University of Pennsylvania, and Vanderbilt, on the show. We’ll talk about how large language models LLMs) are being …

00:42:28  |   Thu 04 Sep 2025
LLM scaling: Is GPT-5 near the end of exponential growth?

LLM scaling: Is GPT-5 near the end of exponential growth?

The release of OpenAI GPT-5 marks a significant turning point in AI development, but maybe not the one most enthusiasts had envisioned. The latest version seems to reveal the natural ceiling of curre…

00:22:42  |   Tue 19 Aug 2025
AI governance: Building smarter AI agents from the fundamentals, part 4

AI governance: Building smarter AI agents from the fundamentals, part 4

Sid Mangalik and Andrew Clark explore the unique governance challenges of agentic AI systems, highlighting the compounding error rates, security risks, and hidden costs that organizations must addres…

00:37:25  |   Tue 22 Jul 2025
Linear programming: Building smarter AI agents from the fundamentals, part 3

Linear programming: Building smarter AI agents from the fundamentals, part 3

We continue with our series about building agentic AI systems from the ground up and for desired accuracy.  In this episode, we explore linear programming and optimization methods that enable reliabl…

00:29:46  |   Tue 08 Jul 2025
Utility functions: Building smarter AI agents from the fundamentals, part 2

Utility functions: Building smarter AI agents from the fundamentals, part 2

The hosts look at utility functions as the mathematical basis for making AI systems. They use the example of a travel agent that doesn’t get tired and can be increased indefinitely to meet increasing…

00:41:36  |   Thu 12 Jun 2025
Mechanism design: Building smarter AI agents from the fundamentals, Part 1

Mechanism design: Building smarter AI agents from the fundamentals, Part 1

What if we've been approaching AI agents all wrong? While the tech world obsesses over larger language models (LLMs) and prompt engineering, there'a a foundational approach that could revolutionize h…

00:37:06  |   Tue 20 May 2025
Principles, agents, and the chain of accountability in AI systems

Principles, agents, and the chain of accountability in AI systems

Dr. Michael Zargham provides a systems engineering perspective on AI agents, emphasizing accountability structures and the relationship between principals who deploy agents and the agents themselves.…

00:46:26  |   Thu 08 May 2025
Supervised machine learning for science with Christoph Molnar and Timo Freiesleben, Part 2

Supervised machine learning for science with Christoph Molnar and Timo Freiesleben, Part 2

Part 2 of this series could have easily been renamed "AI for science: The expert’s guide to practical machine learning.” We continue our discussion with Christoph Molnar and Timo Freiesleben to look …

00:41:58  |   Thu 27 Mar 2025
Supervised machine learning for science with Christoph Molnar and Timo Freiesleben, Part 1

Supervised machine learning for science with Christoph Molnar and Timo Freiesleben, Part 1

Machine learning is transforming scientific research across disciplines, but many scientists remain skeptical about using approaches that focus on prediction over causal understanding. 

That’s why we …

00:27:29  |   Tue 25 Mar 2025
The future of AI: Exploring modeling paradigms

The future of AI: Exploring modeling paradigms

Unlock the secrets to AI's modeling paradigms. We emphasize the importance of modeling practices, how they interact, and how they should be considered in relation to each other before you act. Using …

00:33:42  |   Tue 25 Feb 2025
Agentic AI: Here we go again

Agentic AI: Here we go again

Agentic AI is the latest foray into big-bet promises for businesses and society at large. While promising autonomy and efficiency, AI agents raise fundamental questions about their accuracy, governan…

00:30:21  |   Sat 01 Feb 2025
Contextual integrity and differential privacy: Theory vs. application with Sebastian Benthall

Contextual integrity and differential privacy: Theory vs. application with Sebastian Benthall

What if privacy could be as dynamic and socially aware as the communities it aims to protect? Sebastian Benthall, a senior research fellow from NYU’s Information Law Institute, shows us how privacy i…

00:32:32  |   Tue 07 Jan 2025
Model documentation: Beyond model cards and system cards in AI governance

Model documentation: Beyond model cards and system cards in AI governance

What if the secret to successful AI governance lies in understanding the evolution of model documentation? In this episode, our hosts challenge the common belief that model cards marked the start of …

00:27:43  |   Sat 09 Nov 2024
New paths in AI: Rethinking LLMs and model risk strategies

New paths in AI: Rethinking LLMs and model risk strategies

Are businesses ready for large language models as a path to AI? In this episode, the hosts reflect on the past year of what has changed and what hasn’t changed in the world of LLMs. Join us as we deb…

00:39:51  |   Tue 08 Oct 2024
Complex systems: What data science can learn from astrophysics with Rachel Losacco

Complex systems: What data science can learn from astrophysics with Rachel Losacco

Our special guest, astrophysicist Rachel Losacco, explains the intricacies of galaxies, modeling, and the computational methods that unveil their mysteries. She shares stories about how advanced comp…

00:41:02  |   Wed 04 Sep 2024
Preparing AI for the unexpected: Lessons from recent IT incidents

Preparing AI for the unexpected: Lessons from recent IT incidents

Can your AI models survive a big disaster? While a recent major IT incident with CrowdStrike wasn't AI related, the magnitude and reaction reminded us that no system no matter how proven is immune to…

00:34:13  |   Tue 20 Aug 2024
Exploring the NIST AI Risk Management Framework (RMF) with Patrick Hall

Exploring the NIST AI Risk Management Framework (RMF) with Patrick Hall

Join us as we chat with Patrick Hall, Principal Scientist at Hallresearch.ai and Assistant Professor at George Washington University. He shares his insights on the current state of AI, its limitation…

00:41:24  |   Tue 30 Jul 2024
Data lineage and AI: Ensuring quality and compliance with Matt Barlin

Data lineage and AI: Ensuring quality and compliance with Matt Barlin

Ready to uncover the secrets of modern systems engineering and the future of AI? Join us for an enlightening conversation with Matt Barlin, the Chief Science Officer of Valence. Matt's extensive back…

00:28:29  |   Wed 03 Jul 2024
Differential privacy: Balancing data privacy and utility in AI

Differential privacy: Balancing data privacy and utility in AI

Explore the basics of differential privacy and its critical role in protecting individual anonymity. The hosts explain the latest guidelines and best practices in applying differential privacy to dat…

00:28:17  |   Tue 04 Jun 2024
Responsible AI: Does it help or hurt innovation? With Anthony Habayeb

Responsible AI: Does it help or hurt innovation? With Anthony Habayeb

Artificial Intelligence (AI) stands at a unique intersection of technology, ethics, and regulation. The complexities of responsible AI are brought into sharp focus in this episode featuring Anthony H…

00:45:59  |   Tue 07 May 2024
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