The Adversarial Podcast00:58 Hugging Face’s AI-driven incident disclosure 03:48 What makes an attack “AI-enabled” 06:04 Exploits, vulnerabilities, and bespoke code execution paths 10:03 AI attackers vs. AI defenders11:19 Verification asymmetry: attackers vs. defenders13:03 Detective controls, red teaming, and breach simulation 16:41 Why AI defenders matter 26:25 Gold Eagle / national coordination of vulnerability discovery 28:25 The real bottleneck is remediation, not discovery 37:04 CMMC and the cost of certification 42:15 Is certification effective, or just paperwork? 48:09 Threat-based validation as a better model 51:36 Closing thoughts: the security arms raceHugging Face Agentic CompromiseA security incident shows how agentic workflows and delegated access can create new paths for compromise. Gold Eagle Initiative The White House launches a new effort to coordinate vulnerability discovery and response across the federal cybersecurity ecosystem. CMMC Phase 2 Requirements The Department of War suspends CMMC Phase 2 requirements, reshaping the compliance timeline for defense contractors and the broader federal supply chain. Hosts: Jerry Perullo (Founder, https://adversarial.com/)Sounil Yu (Founder, https://www.knostic.ai/) Mario Duarte (Founder, stealth startup) Producer: Tillson Galloway (Founder, http://githoundexplore.com/)