# #178 When AI finds the Breach first

Page: https://stenobird.com/podcast/xtraw-ai/178-when-ai-finds-the-breach-first
Text version: https://stenobird.com/podcast/xtraw-ai/178-when-ai-finds-the-breach-first.md
Podcast: [XTraw AI: Machine Learning and AI Applications](https://stenobird.com/podcast/xtraw-ai)
Published: 2026-05-22T08:00:00+00:00
Episode link: https://podcasters.spotify.com/pod/show/raghu-banda/episodes/178-When-AI-finds-the-Breach-first-e3jnp73
Audio file: https://anchor.fm/s/4363cf48/podcast/play/120365731/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-4-22%2F424657582-44100-2-e717bcc746c42.mp3
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JSON: https://stenobird.com/v1/public/podcasts/xtraw-ai/episodes/178-when-ai-finds-the-breach-first
Duration seconds: 3335

## Resource

Are enterprises defending against tomorrow’s AI threats — or yesterday’s security model? In this XTraw AI episode, Raghu Banda sits down with Shayak Mazumdar, Founder of Adya , to unpack what the next wave of frontier AI models really means for enterprise security, agentic AI, and governance. Why the real AI security risk is not sci-fi panic, but machine-speed discovery of hidden vulnerabilities across legacy systems, open-source dependencies, and enterprise stacks How adversarial AI agents, deterministic verification, and runtime governance can help enterprises move beyond quarterly audits and human-speed defense models What Adya is building around enterprise agentic AI, Adaptive Governance Protocols, and Super Agent AI infrastructure for a world where AI systems both attack and defend You can reach @ Shayak Mazumdar My LinkedIn @ Raghu Banda Our Website @ XTraw AI

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## Transcript

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