Unsupervised Learning is about ideas and trends in Cybersecurity, National Security, AI, Technology, and Culture—and how best to upgrade ourselves to be ready for what's coming.
Most Companies Aren't Anywhere Near Ready for AI. It's not that companies aren't using AI—it's that they can't. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.
There's tons of confusion about what we're all building towards with Personal AI. Are we building Agents? AI Harnesses? To what end? In this video I lay why I think we're all heading towards a single place that we should start getting ready for now. I think getting this early will put you 1-3 years ahead of everyone. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information....
A longer form discussion on exactly how and why AI will replace knowledge workers. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.
I think the future is cheaper and Open Source SOTA models combined with context, not custom, narrow models. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.
A troubling thought about what we will think about high-quality content in the future. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.
There are a bunch of different transitions happening right now—all at the same time, all (I think) heading in the same direction. Here is a long-form exploration of the various pieces. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.
A welcome back and early entry into 2026. Sponsored by: Knocknoc! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.
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 both 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—remai...
➡ 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 te...
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 ...
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://ww...
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 -...
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....
➡ 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 produc...
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: h...
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 newsl...
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 Subscrib...
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, alignme...
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 t...
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...
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...
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....
Sponsored by Vanta. Vanta takes the busywork out of GRC so you can focus on what actually matters—improving your security, not chasing compliance. https://ul.live/vanta This isn’t just another AI podcast. It’s about the deeper shift that’s happening in cybersecurity—away from individual tools and dashboards, and toward real-time, comprehensive world models of what we’re trying to protect or attack. I'll walk through how I came to this idea, what it means for security assessments, red teaming, vu...
AI Finds an 0-Day!, Postman Leaking Secrets, High Agency Mental Model, My Unified Entity Context Video, Github MCP Leaks Private Repos, Google vs. OpenAI vs. Apple on AI Vision, 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-482 Subscribe to t...
🔹 Thanks to ProjectDiscovery for sponsoring today’s video. I've been using their tools like Nuclei and Subfinder for years, and now they’ve brought that power to the cloud with a full vulnerability management platform. ➡ Try it yourself at https://ul.live/PD1 For over a decade, I've been exploring how AI and context intersect—and I believe Unified Entity Context (UEC) is the key to unlocking what comes next. In this podcast, I walk through my journey—from security assessments and AI-powered too...
