Unsupervised Learning
Daniel Miessler
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Unsupervised Learning explores ideas and trends in cybersecurity, national security, AI, technology, and culture. Host Daniel Miessler discusses how to upgrade ourselves to be ready for what's coming. The podcast blends analysis of current events with practical advice for personal improvement. It aims to help listeners understand the intersection of these fields and prepare for future challenges.
Επεισόδια
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Evolution, Lit RPG and AI Harnesses 17.09.2026 23λI went on a walk and ended up connecting three things I've been thinking about: evolution, LitRPG, and personal AI harnesses. Why listening to The Primal Hunter keeps getting me excited to work on my own goals, and how a personal AI harness is your own LitRPG system.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
The Missing Piece Is Ideal State 31.08.2026 20λ📝 Theo put out a video saying you should turn off Claude Code's memory, and it triggered me enough to record a response. My argument: the real problem with all AI is the gap between what's in your head and what the AI knows you want. I walk through how LifeOS closes that gap with the Ideal State Artifact, one document that works as both the build spec and the testing harness, and show the skill system and blogging pipeline that run on it.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
The Different Games OpenAI and Anthropic Are Playing 14.08.2026 3λAnthropic is going after the enterprise operations layer; OpenAI wants to be everyone's personal agent. Both are multi-trillion-dollar markets, and they barely overlap.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Debating the Morality of Dario Amodei 09.07.2026 1ώ 14λA debate with Zack Korman on the morality of Dario Amodei specifically, and Anthropic in general. Zack's version of the video: https://youtu.be/mQ9-YoE9ykEBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Rethinking AI Harnesses 09.07.2026 12λWhy we should think of the AI harness not as a coding tool, but as an Intent Engineering system that manages your entire life — a LifeOS. https://github.com/danielmiessler/LifeOSBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Why We Need Some AI Model Controls 09.07.2026 36λMy argument for why we need some AI model controls.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
AI Predicts the Text of Answers 03.06.2026 8λA logical argument and demonstration of how AI has one type of understanding while lacking another. https://aiunderstands.ai Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Most Companies Aren't Anywhere Near Ready for AI 03.05.2026 5λMost 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/upgradeSee omnystudio.com/listener for privacy information. -
We're All Building a Single Digital Assistant 15.04.2026 32λThere'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/upgradeSee omnystudio.com/listener for privacy information. -
Why AI Will Replace Knowledge Workers 21.03.2026 1ώ 16λA longer form discussion on exactly how and why AI will replace knowledge workers.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Why I Believe in SOTA Models Over Custom Ones 11.03.2026 1λI think the future is cheaper and Open Source SOTA models combined with context, not custom, narrow models.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
AI Quality Inversion 06.03.2026 1λA troubling thought about what we will think about high-quality content in the future. Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
The Great Transition 28.02.2026 1ώ 24λThere 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/upgradeSee omnystudio.com/listener for privacy information. -
Starting 2026 30.01.2026 25λA welcome back and early entry into 2026. Sponsored by: Knocknoc!Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Judge AI based on Output, Not Mechanism 22.11.2025 6λHow 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/upgradeSee omnystudio.com/listener for privacy information. -
Humans Need Entropy 16.11.2025 4λHow humans and AI models both share the weakness of deterioration without novel inputs. Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Why I Think Karpathy is Wrong on the AGI Timeline 20.10.2025 9λKarpathy is confusing LLM limitations with AI system limitations, and that makes all the difference. Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Novelty Exploration vs. Pattern Exploitation 15.10.2025 3λHow going from exploration to exploitation can help you as both a consumer and creator of everything.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
Magnifying Time 14.10.2025 6λSome thoughts on how novelty and attention magnify the time that we have. Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information. -
A Conversation With Harry Wetherald CO-Founder & CEO At Maze 22.09.2025 35λ➡ 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 ManagementWhy 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 VelocityHow 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 SecurityWhy 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 FirstHow 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 MinutesWhy 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 Background01:07 – The Real Problem: Remediation vs. Prioritization04:31 – Breaking Down Vulnerability Context and Threat Intel05:46 – Connecting Vulnerabilities to Developers and Workflows08:01 – Why Traditional Vulnerability Management Fails10:29 – Startup Lessons and The State of AI Agents13:26 – DARPA’s AI Cybersecurity Competition14:29 – System Design: Deterministic Code vs. AI16:05 – How the Product Works and Data Sources18:01 – AI as “Extra Eyes and Hands” in Security20:20 – Breaking Barriers: Rethinking Scale with AI23:22 – Building World Models for Defense (and Attack)25:22 – Attackers Move Faster: Why Context Matters27:04 – Phishing at Scale with AI Agents31:24 – Shrinking Windows of Vulnerability: From Days to Minutes32:47 – What’s Next for Harry’s Work34:13 – Closing ThoughtsBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.
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