Episode 2 - the Role of AI in Application Security
The Path to MLBOM
In the second episode of AppSec AIrwaves, James Berthoty interviews Jacob Barkay, a product security architect at Edwards Life Sciences. They discuss the impact of large language models (LLMs) on product security, especially in regulated industries like healthcare. Jacob emphasizes the importance of ensuring the security of LLMs, transparency, and rigorous checks. He highlights the evolving nature of AI security standards and the need for data scientists to understand these risks. They also cover the challenges of securing LLMs, including governance, runtime observability, and pre-deployment testing. Jacob mentions integrating security tools into data scientists' workflows and using existing tools and standards like IBM's Adversarial Robustness Toolbox and model cards.
Jacob's advice for security engineers: understand potential risks, ensure visibility of AI models, and promote a culture of security awareness.
HOST
James Berthoty
Founder, Latio Tech
GUEST
Jacob Barkai
Edwards Lifesciences
AppSec AIwaves is a podcast series exploring the intersection of artificial intelligence and application security. This series is brought to you by a joint partnership between Pixee, Kodem Security, and Latio Tech. Hosted by James Berthoty, AppSec AIwaves features insightful interviews with esteemed application security experts and thought leaders. Join us as we explore the latest trends, challenges, and innovations in the field, uncovering how AI is transforming the landscape of application security.