Guest:

• Heather Adkins, VP of Security Engineering, Google

Topic:

• The term "AI Hacking Singularity" sounds like pure sci-fi, yet you and some other very credible folks are using it to describe an imminent threat. How much of this is hyperbole to shock the complacent, and how much is based on actual, observed capabilities today? 
• Can autonomous AI agents really achieve that "exploit - at - machine - velocity" without human intervention for the zero-day discovery phase?
• On the other hand, why may it actually not happen?
• When we talk about autonomous AI attack platforms, are we talking about highly resourced nation-states and top-tier criminal groups, or will this capability truly be accessible to the average threat actor within the next 6-12 months? What's the "Metasploit" equivalent for AI-powered exploitation that will be ubiquitous? 
• Can you paint a realistic picture of the worst-case scenario that autonomous AI hacking enables? Is it a complete breakdown of patch cycles, a global infrastructure collapse, or something worse?
• If attackers are operating at "machine speed," the human defender is fundamentally outmatched. Is there a genuine "AI-to-AI" counter-tactic that doesn't just devolve into an infinite arms race? Or can we counter without AI at all?
• Given that AI can expedite vulnerability discovery, how does this amplified threat vector impact the software supply chain? If a dependency is compromised within minutes of a new vulnerability being created, does this force the industry to completely abandon the open-source model, or does it demand a radical, real-time security scanning and patching system that only a handful of tech giants can afford?
• Are current proposed regulations, like those focusing on model safety or disclosure, even targeting the right problem? 
• If the real danger is the combinatorial speed of autonomous attack agents, what simple, impactful policy change should world governments prioritize right now?

Resources:

• "Autonomous AI hacking and the future of cybersecurity" article
• EP20 Security Operations, Reliability, and Securing Google with Heather Adkins
• Introducing CodeMender: an AI agent for code security
• EP251 Beyond Fancy Scripts: Can AI Red Teaming Find Truly Novel Attacks?
• Daniel Miessler site and podcast
• "How SAIF can accelerate secure AI experiments" blog
• "Staying on top of AI Developments" blog