Unsupervised Learning

A Conversation With Harry Wetherald CO-Founder & CEO At Maze➡ Stay Ahead of Cyber Threats with AI-Driven Vulnerability Management with Maze: https://mazehq.com/ In this conversation, I speak with Harry about how AI is transforming vulnerability management and application security. We explore how modern approaches can move beyond endless reports and generic fixes, toward real context-aware workflows that actually empower developers and security teams. We talk about: The Real Problem in Vulnerability Management Why remediation—not just prioritization—remains the toughest challenge, and how AI can help bridge the gap between vulnerabilities and the developers who need to fix them. Context, Ownership, and Velocity How linking vulnerabilities to the right applications and teams inside their daily tools (like GitHub) reduces friction, speeds up patching, and improves security without slowing developers down. AI Agents and the Future of Security Why we should think of AI agents as “extra eyes and hands,” and how they’re reshaping everything from threat detection to system design, phishing campaigns, and organizational defense models. Attackers Move First How attackers are already building unified world models of their targets using AI, and why defenders need to match (or exceed) this intelligence to stay ahead. From Days to Minutes Why the tolerance for vulnerability windows is shrinking fast, and how automation and AI are pushing us toward a future where hours—or even minutes—make the difference. 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 – Welcome and Harry’s Background 01:07 – The Real Problem: Remediation vs. Prioritization 04:31 – Breaking Down Vulnerability Context and Threat Intel 05:46 – Connecting Vulnerabilities to Developers and Workflows 08:01 – Why Traditional Vulnerability Management Fails 10:29 – Startup Lessons and The State of AI Agents 13:26 – DARPA’s AI Cybersecurity Competition 14:29 – System Design: Deterministic Code vs. AI 16:05 – How the Product Works and Data Sources 18:01 – AI as “Extra Eyes and Hands” in Security 20:20 – Breaking Barriers: Rethinking Scale with AI 23:22 – Building World Models for Defense (and Attack) 25:22 – Attackers Move Faster: Why Context Matters 27:04 – Phishing at Scale with AI Agents 31:24 – Shrinking Windows of Vulnerability: From Days to Minutes 32:47 – What’s Next for Harry’s Work 34:13 – Closing Thoughts Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

530

35 min

A Conversation With Grant Lee CO-Founder & CEO At Gamma➡ Upgrade your presentations with Gamma, the best AI presentation maker: https://gamma.app In this conversation, I speak with Grant, co-founder of Gamma, about how their platform is transforming presentations and idea-sharing. Instead of starting with slides, Gamma helps you focus on the story first—then builds the visuals, structure, and delivery around it using AI. We talk about: From Slides to Stories Why presentations should begin with narrative flow and core ideas, not pre-existing slide templates. Gamma enables creators to design around the message rather than being trapped by the format. AI as Your Presentation Partner How Gamma acts like a personal design expert—adjusting layouts, visuals, and style in real time—similar to having a world-class presentation coach and designer by your side. Idea Propagation Beyond Slides Why Gamma isn’t just about “slides,” but about propagating ideas in the right medium: presentations, video overlays, mobile-first content, or even context-based imagery and clips. The Future of Gamma Where the platform is headed in the next few years, and how AI-driven storytelling will redefine the way we share ideas across industries. Subscribe to the newsletter: https://danielmiessler.com/subscribe Join the UL community: https://danielmiessler.com/upgrade Follow on X: https://x.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler Chapters: 00:00 – Introduction to Unsupervised Learning 00:17 – Welcome Grant and Gamma’s Background 01:31 – AI Trends Driving Presentation Innovation 03:20 – Story First: Rethinking Workflow Beyond Slides 04:29 – Building Narrative Flow Before Design 07:42 – Gamma as an AI Presentation Partner 09:43 – What Gamma Does Differently from Other Tools 12:27 – Idea Propagation: Matching Message, Medium, and Audience 13:23 – Enhancing Presentations with Images, Clips, and Context 15:15 – Current Graphics and Animation Options 17:03 – Most Popular and Favorite Features in Gamma 18:05 – What’s Coming Soon in Gamma 19:08 – The Future of Idea Propagation with AI 20:46 – Where to Learn More About Gamma 21:21 – Closing Thoughts Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

529

21 min

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