{"podcast":{"title":"CyberWire Daily","slug":"cyberwire-daily-454880","podcast_index_feed_id":454880,"rss_url":"https://feeds.megaphone.fm/cyberwire-daily-podcast","website_url":"https://thecyberwire.com/podcasts/daily-podcast","image_url":"https://megaphone.imgix.net/podcasts/58ab7ae0-def8-11ea-b34c-b35b208b0539/image/8676ed612d7a335a98a9173d70cb11be.png?ixlib=rails-4.3.1&max-w=3000&max-h=3000&fit=crop&auto=format,compress","author":"N2K Networks, Inc.","episode_count":3697,"summary":"The daily cybersecurity news and analysis industry leaders depend on. Published each weekday, the program also includes interviews with a wide spectrum of experts from industry, academia, and research organizations all over the world.","last_synced_at":"2026-07-19T06:20:36.947551+00:00","page_url":"https://stenobird.com/podcast/cyberwire-daily-454880"},"episode":{"title":"Vulnerability response: Built for humans, outpaced by machines. [CyberWire-X]","slug":"vulnerability-response-built-for-humans-outpaced-by-machines-cyberwire-x","published_at":"2026-06-21T05:00:00+00:00","page_url":"https://stenobird.com/podcast/cyberwire-daily-454880/vulnerability-response-built-for-humans-outpaced-by-machines-cyberwire-x","show_page_url":"https://stenobird.com/podcast/cyberwire-daily-454880","url":"https://thecyberwire.com/podcasts/cyberwire-x/57/notes","audio_url":"https://pdst.fm/e/pdrl.fm/85df76/traffic.megaphone.fm/CYBW6924806791.mp3","summary":"For years, security teams had time between discovery and exploitation. Time to triage. Time to validate. Time to prioritize what to fix first. AI has compressed that window. Frontier models now discover and chain vulnerabilities faster than human analysts can confirm them, and the gap between finding and fixing is shrinking in both directions. In this episode of CyberWire-X, N2K’s ⁠Dave Bittner⁠ and Federico Kirschbaum, Head of XBOW Security Lab, explore what it actually means to run autonomous offensive security, why validation workflows built for quarterly testing cycles struggle to keep up, and how practitioners are redefining what a tested application looks like when the pace of offense has fundamentally changed. Learn more about your ad choices. Visit megaphone.fm/adchoices","meta_description":"For years, security teams had time between discovery and exploitation. Time to triage. Time to validate. Time to prioritize what to fix first. AI has comp…","key_points":[],"chapters":[],"topics":[],"duration_seconds":1523,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/cyberwire-daily-454880/episodes/vulnerability-response-built-for-humans-outpaced-by-machines-cyberwire-x/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/cyberwire-daily-454880/vulnerability-response-built-for-humans-outpaced-by-machines-cyberwire-x.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}