00:00 The Adversarial Podcast

00:58 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 defenders

11:19 Verification asymmetry: attackers vs. defenders

13:03 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 race

Hugging Face Agentic Compromise

A 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/)