{"podcast":{"title":"Unsupervised Learning","slug":"unsupervised-learning","podcast_index_feed_id":779530,"rss_url":"https://www.omnycontent.com/d/playlist/070af456-729b-4a0f-9c09-a6c100397b59/3b159371-276d-429e-ae86-a6c1003b01c4/7b61d4e1-bd3d-4d3f-97c2-a6c1003b01c9/podcast.rss","website_url":"https://danielmiessler.com/podcast/","image_url":"https://www.omnycontent.com/d/playlist/070af456-729b-4a0f-9c09-a6c100397b59/3b159371-276d-429e-ae86-a6c1003b01c4/7b61d4e1-bd3d-4d3f-97c2-a6c1003b01c9/image.jpg?t=1622036215&size=Large","author":"Daniel Miessler","episode_count":541,"summary":"Unsupervised Learning is about ideas and trends in Cybersecurity, National Security, AI, Technology, and Culture—and how best to upgrade ourselves to be ready for what's coming.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/unsupervised-learning"},"episode":{"title":"A Conversation with Bar-El Tayouri from Mend.io","slug":"a-conversation-with-bar-el-tayouri-from-mend-io","published_at":"2025-05-06T06:00:00+00:00","page_url":"https://stenobird.com/podcast/unsupervised-learning/a-conversation-with-bar-el-tayouri-from-mend-io","show_page_url":"https://stenobird.com/podcast/unsupervised-learning","url":"https://omny.fm/shows/unsupervised-learning/a-conversation-with-bar-el-tayouri-from-mend-io","audio_url":"https://mgln.ai/e/p5837/pscrb.fm/rss/p/traffic.omny.fm/d/clips/070af456-729b-4a0f-9c09-a6c100397b59/3b159371-276d-429e-ae86-a6c1003b01c4/8da7809c-e181-4e59-830b-b2d40166db65/audio.mp3?utm_source=Podcast&in_playlist=7b61d4e1-bd3d-4d3f-97c2-a6c1003b01c9","summary":"➡ Get full visibility, risk insights, red teaming, and governance for your AI models, AI agents, RAGs, and more—so you can securely deploy AI powered applications with  ul.live/mend In this episode, I speak with Bar-El Tayouri, Head of AI Security at Mend.io , about the rapidly evolving landscape of application and AI security—especially as multi-agent systems and fuzzy interfaces redefine the attack surface. We talk about: • Modern AppSec Meets AI Agents How traditional AppSec falls short when it comes to AI-era components like agents, MCP servers, system prompts, and model artifacts—and why security now depends on mapping, monitoring, and understanding this entire stack. •  Threat Discovery, Simulation, and Mitigation How Mend’s AI security suite identifies unknown AI usage across an org, simulates dynamic attacks (like prompt injection via PDFs), and provides developers with precise, in-code guidance to reduce risk without slowing innovation. •  Why We’re Rethinking Identity, Risk, and Governance Why securing AI systems isn’t just about new threats—it’s about re-implementing old lessons: identity access, separation of duties, and system modeling. And why every CISO needs to integrate security into the dev workflow instead of relying on blunt-force blocking. Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://x.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler Chapters: 00:00 - From Game Hacking to AI Security: Barel’s Tech Journey 03:51 - Why Application Security Is Still the Most Exciting Challenge 04:39 - The Real AppSec Bottleneck: Prioritization, Not…","meta_description":"➡ Get full visibility, risk insights, red teaming, and governance for your AI models, AI agents, RAGs, and more—so you can securely deploy AI powere…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2753,"processing_state":"failed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/unsupervised-learning/episodes/a-conversation-with-bar-el-tayouri-from-mend-io/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/unsupervised-learning/a-conversation-with-bar-el-tayouri-from-mend-io.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}