Beyond the Black Box: An AppSec Guide to AI episode artwork

EPISODE · Apr 17, 2026 · 38 MIN

Beyond the Black Box: An AppSec Guide to AI

from CSA Security Update · host John DiMaria; Director of Operations Excellence

Most organizations are still securing AI like traditional systems, but AI changes the rules entirely. In this episode, leading security experts Jim Rotan and Manish Kumar Yadav from SAP reveal how AI’s probabilistic nature, supply chain risks, and emerging attack surfaces like prompt injection demand a complete overhaul of modern security strategy.From model poisoning to AI-driven data exfiltration, they break down the real risks in AI-powered environments—and what security teams must do differently. You’ll gain practical insights on adapting threat modeling, securing model provenance, implementing AI-specific guardrails, and embedding security early in the development lifecycle.This episode cuts through the hype to deliver actionable strategies for rethinking risk, strengthening defenses, and building resilient AI systems. If you’re responsible for protecting modern applications, this is essential listening.https://cloudsecurityalliance.org/star/

Episode metadata supplied by the publisher feed · Published Apr 17, 2026

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Most organizations are still securing AI like traditional systems, but AI changes the rules entirely. In this episode, leading security experts Jim Rotan and Manish Kumar Yadav from SAP reveal how AI’s probabilistic nature, supply chain risks, and emerging attack surfaces like prompt injection demand a complete overhaul of modern security strategy. From model poisoning to AI-driven data exfiltration, they break down the real risks in AI-powered environments—and what security teams must do dif...

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Beyond the Black Box: An AppSec Guide to AI

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