{"podcast":{"title":"XTraw AI: Machine Learning and AI Applications","slug":"xtraw-ai","podcast_index_feed_id":3434596,"rss_url":"https://anchor.fm/s/4363cf48/podcast/rss","website_url":"https://www.XTrawAI.com","image_url":"https://d3t3ozftmdmh3i.cloudfront.net/production/podcast_uploaded_nologo/11206146/11206146-1614634168807-59a99f9ad58b.jpg","author":"Venkata\"Raghu Banda\"","episode_count":186,"summary":"This is a podcast on the topics around machine learning and AI applications which happens 1-2 times a month.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/xtraw-ai"},"episode":{"title":"#178 When AI finds the Breach first","slug":"178-when-ai-finds-the-breach-first","published_at":"2026-05-22T08:00:00+00:00","page_url":"https://stenobird.com/podcast/xtraw-ai/178-when-ai-finds-the-breach-first","show_page_url":"https://stenobird.com/podcast/xtraw-ai","url":"https://podcasters.spotify.com/pod/show/raghu-banda/episodes/178-When-AI-finds-the-Breach-first-e3jnp73","audio_url":"https://anchor.fm/s/4363cf48/podcast/play/120365731/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-4-22%2F424657582-44100-2-e717bcc746c42.mp3","summary":"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","meta_description":"Are enterprises defending against tomorrow’s AI threats — or yesterday’s security model? In this XTraw AI episode, Raghu Banda sits down with Shayak Mazum…","key_points":[],"chapters":[],"topics":[],"duration_seconds":3335,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/xtraw-ai/episodes/178-when-ai-finds-the-breach-first/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/xtraw-ai/178-when-ai-finds-the-breach-first.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}