Unsupervised Learning

How we can use an output-based system to judge whether or not different kinds of technology achieve understanding or intelligence. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

How humans and AI models share the weakness of deterioration without novel inputs. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

Karpathy is confusing LLM limitations with AI system limitations, and that makes all the difference. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

How going from exploration to exploitation can help you as both a consumer and creator of everything. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

Some thoughts on how novelty and attention magnify the time that we have. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

➡ 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.

➡ 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.

UL NO. 497: STANDARD EDITION | More NPM Shenanigans, I Open Sourced Kai, Blood Work Results, Finding Vulns in a 10-line Prompt, and more... Read this episode online: https://newsletter.danielmiessler.com/p/ul-497 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

UL NO. 496: STANDARD EDITION | New Video on Building my Personal AI System, Anthropic Reveals One-person Hacking Company using Claude, Pentagon Says China Keeps Penetrating, and more... Read this episode online: https://newsletter.danielmiessler.com/p/ul-496 Personal AI Video I'm so excited about 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

In this episode of Unsupervised Learning, I sit down with Michael Brown, Principal Security Engineer at Trail of Bits, to dive deep into the design and lessons learned from the AI Cyber Challenge (AIxCC). Michael led the team behind Buttercup, an AI-driven system that secured 2nd place overall. We discuss: -The design philosophy behind Buttercup and how it blended deterministic systems with AI/ML -Why modular architectures and “best of both worlds” approaches outperform pure LLM-heavy -designs -How large language models performed in patch generation and fuzzing support -The risks of compounding errors in AI pipelines — and how to avoid them -Broader lessons for applying AI in cybersecurity and beyond If you’re interested in AI, security engineering, or system design at scale, this conversation breaks down what worked, what didn’t, and where the field is heading. 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-494 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

➡ Prevent Risk At The Source with Cortex Cloud: https://www.paloaltonetworks.com/cortex/cloud/application-security In this sponsored conversation, I speak with Sarit Tager, VP of Product Management at Palo Alto Networks, about how Prisma Cloud and their new ASPM solution are transforming cloud and application security by unifying data and deeply integrating business context into AppSec workflows. We talk about: Unifying AppSec, Cloud, and SOC into One Data Lake How Palo Alto merged their products into a single system that consolidates runtime, code, identity, cloud, and SOC data, allowing for true context-aware risk prioritization and faster response times across the board. From Detection to Dynamic Prevention Why the future of application security isn’t just about discovering vulnerabilities, but enforcing smart, context-based guardrails during development, CI/CD, and build processes to prevent issues before they reach production. AI-Powered Insight and the Future of Secure DevOps How their system uses AI to analyze the full security posture, enrich findings, simulate attack paths, and recommend precise mitigations. The platform even helps guide security and engineering teams through better workflows, boosting velocity, and not blocking it. 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 – Sarit’s Background and the Goal of Unifying Security Context 01:50 – Building a Single Data Lake for Cloud, SOC, and AppSec 04:28 – From Noise to Clarity: Fixing the Prioritization Problem in AppSec 06:47 – Using Business Context to Drive Risk-Based Decisions 10:18 – True App Ownership, Developer Velocity, and Aligning with Business Impact 13:12 – Continuous Discovery and Bringing External Signals Into One View 15:25 – Why App Grouping and Context-Rich Policies Increase Velocity 17:58 – How Attackers Are Already Building Their Own Unified Context (UEC) 20:45 – Prisma’s Control Points: IDE, PR, CI/CD, Image, Admission Control 21:56 – Bringing In Data From External Scanners and Enriching Coverage 24:23 – Ecosystem Signals, Query Language, and Intelligent Workflow Automation 25:05 – Closing Thoughts: Security and Developers Working Together Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

UL NO. 489: STANDARD EDITION | My personal toolchain updates, Google tracking through DuckDuckGo, Anthropic’s Pentagon Deal, Grok4 NSFW, Substack Crushes WSJ, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-489 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

UL NO. 488: STANDARD EDITION | Google Granting Confusing Access to Gemini, A New Favorite Creator, Russia's new Autonomous Drones, Claude Code Madness and Neovim Config, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-488 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

UL NO. 487: STANDARD EDITION: Iranian Critical Infra Attacks, Insane Recent Productivity, A Chinese Mosquito Drone, Marcus's Response to Our AI Debate, "Context Engineering" Ain't It, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-487 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

Marcus and I debate AIs capabilities from nearly polar opposite ends. He thinks it's basically autocomplete, and I think it's the most important tech we've ever built as humans. It was a fantastic, and very civil conversation, so thanks to Marcus for that, and we're already planning on Part 2. This two-hour discussion covers: 🧠 The real risks of AI vs. the imagined ones 🔐 How security researchers view AI's capabilities 🤖 The blurry line between useful and dangerous automation ⚖️ Bias, alignment, and who gets to control intelligence 📉 Whether AI might ultimately collapse under its own complexity Marcus Hutchins is best known for stopping the WannaCry ransomware attack and brings a sharp, skeptical perspective to AI. Marcus' Website: https://marcushutchins.com Watch the interview on YouTube: https://youtu.be/I9-iD_rLRjA Subscribe to the UL 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 Follow Marcus on LinkedIn: https://www.linkedin.com/in/malwaretech/ Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

UL NO. 486: STANDARD EDITION: Fully Automated AI Malware (Binary and Web), My Debate with Marcus Hutchins on AI, The 'Did You Notice?' Psyop, The METR AI Metric for Longterm Tasks, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-486 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

STANDARD EDITION: Netflix RCE, My Current AI Stack, All-in on Claude Code, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-485 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

UL NO. 484: STANDARD EDITION: OpenAI's Malicious AI Report, Disappointed with WWDC, AI's First Actual Science Breakthrough, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-484 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

A Chrome 0-Day, Meta Automates Security Assessments, New Essays, My New Video on Hacking with AI, Ukraine's Asymmetrical Attack, Thoughts on My AI Skeptical Friends, The Dangers of Winning the Wrong Game, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member to unlock the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade Read this episode online: https://newsletter.danielmiessler.com/p/ul-483 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 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.