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Unsupervised Learning

Daniel Miessler

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.

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  • 545 episodes
  • Updated July 9
  • Explicit

Episodes545

Newest first
  • Apr 8, 2025 · 10 min

    A Possible Path to ASI

    The conversation around AGI and ASI is louder than ever—but the definitions are often abstract, technical, and disconnected from what actually matters. In this episode, I break down a human-centered way of thinking about these terms, why they’re important, and a system that could help us get there. I talk about: • A Better Definition of AGI and ASI Instead of technical abstractions, AGI is defined as the ability to perform most cognitive tasks as well as a 2022 U.S.-based knowledge worker. ASI is intelligence that surpasses that level. Framing it this way helps us immediately understand why it matters—and what it threatens. • Invention as the Core Output of Intelligence The real value of AGI and ASI is their ability to generate novel solutions. Drawing inspiration from the Enlightenment, we explore how humans innovate—and how we can replicate that process using AI, automation, and structured experimentation. • Scaling the Scientific Method with AI By building systems that automate idea generation, recombination, and real-world testing, we can massively scale the rate of innovation. This framework—automated scientific iteration—could be the bridge from human intelligence to AGI and beyond. 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 - Why AGI and ASI Definitions Should Be Human-Centric 01:55 - Defining AGI as a 2022-Era US Knowledge Worker 03:04 - Defining ASI and Why It’s Harder to Conceptualize 04:04 - The Real Reason to Care: AGI and ASI Enable Invention 05:04 - How Human Innovation Happens: Idea Collisions and Enlightenment Lessons 06:56 - Building a System That Mimics Human Idea Generation at Scale 09:00 - The Challenge of Testing: From A/B Tests to Biotech Labs 10:52 - Creating an Automated, Scalable Scientific Method With AI 12:50 - A Timeline to AGI and ASI: Predictions for 2027–2030 Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Apr 1, 2025 · 39 min

    A Conversation With Matt Muller From Tines

    ➡ Build, run, and monitor workflows with Tines at: tines.com In this episode, I speak with Matt Muller, Field CSCO at Tines, about how automation and AI are transforming security operations at scale. We talk about: • Tines' Mission to Eliminate Manual Security Work Through Automation How Tines helps security teams streamline incident response and workflow automation without needing to write code, saving time and reducing burnout. • Applying AI to Security Operations and Analyst Workflows How AI is used in phishing analysis, threat intel reporting, and data transformation—integrated safely into workflows using tools like Workbench with private LLMs. • Tines Workbench and the Future of Agentic AI How Workbench combines chat with deterministic automation to help analysts take action securely, and how Tines is exploring agentic AI to take automation even further. Chapters: 00:00 - How Tines Automates Security to Solve SOC Burnout 07:19 - The AI Arms Race: How Attackers and Defenders Are Evolving 09:08 - Why Security Still Comes Down to Workflow, Logging, and Action 13:41 - How CISOs Are Balancing AI Adoption and Enterprise Risk 17:36 - Using AI in Tines to Transform and Automate Security Workflows 20:40 - How AI Detects Business Email Compromise Better Than Rules 25:26 - From Security to Data Pipelines: Tines as Workflow Orchestration 28:59 - Inside Workbench: Secure AI-Powered Chat for Analysts 36:00 - Automating Phishing Investigations with Trusted Tool Integrations 39:19 - Where to Learn More and Try Tines for Free Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Mar 31, 2025 · 18 min

    UL NO. 474 | Signal OPSEC, White-box Red-teaming LLMs, Unified Company Context (UCC), New Book Recommendations, Single Apple Note Technique, and much more...

    STANDARD EDITION: Signal OPSEC, White-box Red-teaming LLMs, Unified Company Context (UCC), New Book Recommendations, Single Apple Note Technique, and much 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 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.

  • Mar 18, 2025 · 33 min

    A Conversation With Slava Konstantinov From ThreatLocker

    ➡ Allow what you need, block everything else with ThreatLocker: threatlocker.com In this episode, I speak with Slava Konstantinov, ThreatLocker's MacOS Lead Architect, about their zero-trust approach to endpoint security and their latest cybersecurity innovations. We talk about: • ThreatLocker’s Zero Trust Approach to Cybersecurity: How ThreatLocker enforces a default deny security model, ensuring only explicitly allowed applications and actions can run, reducing attack surfaces and unauthorized access. • Key ThreatLocker Products and Features: How ThreatLocker’s solutions—Application Control, Storage Control, Ring Fencing, Network Control, and ThreatLocker Detect—help organizations enhance security through granular policy enforcement. • New & Upcoming ThreatLocker Features: How new solutions like Patch Management, Web Control, Insights, and Cloud Detect will provide even greater security, automation, and compliance for businesses managing complex IT environments. Chapters: 00:00 - Intro to ThreatLocker and Zero Trust Security 01:24 - How ThreatLocker’s Application Control Blocks Unauthorized Software 06:52 - Storage Control: Preventing Unauthorized Data Access and USB Threats 08:19 - Ring Fencing: Controlling App Permissions and Network Access 12:37 - Elevation Control: Granting Admin Privileges Without Risk 16:23 - Network Control: Restricting Internet and Internal Network Access 19:26 - AI-Driven Security Policies: The Future of ThreatLocker Management 24:07 - Mac vs. Windows Security: Key Differences and Challenges 29:49 - ThreatLocker’s Expansion: New Products and Future Plans 32:32 - Where to Learn More About ThreatLocker’s Security Solutions Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Mar 15, 2025 · 39 min

    UL NO. 472 | STANDARD EDITION: 28 Open Cyber Jobs, Real-world AI Propaganda Poisoning, MCP Explained, Cline vs. Windsurf, and more...

    STANDARD EDITION: 28 Open Cyber Jobs, Real-world AI Propaganda Poisoning, MCP Explained, Cline vs. Windsurf, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member for the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade 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/danielmiessle Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Mar 15, 2025 · 45 min

    Raycast is a Must in 2025 - Action at the Speed of Thought

    In this episode, Daniel Miessler explores how to supercharge your macOS workflow with Raycast, transforming everyday tasks into lightning-fast, AI-powered actions. He talks about: Raycast as a Universal Launcher: Daniel explains how Raycast replaces traditional launchers like Spotlight and Alfred, offering an all-in-one shortcut to apps, files, and bookmarks for unparalleled efficiency. Quick Links and Custom Searches: He demonstrates how quick links streamline navigation by replacing outdated bookmarks and enabling custom search commands that let you bypass the browser for faster access. Integrated Utilities and Window Management: Discover how Raycast consolidates everyday tools—from color pickers and process killers to custom window arrangements—ensuring that all your essential utilities are just a keystroke away. Advanced AI Integration: Learn how Raycast’s innovative AI commands integrate with platforms like ChatGPT and Fabric, allowing you to interact with, summarize, and analyze web content directly from your command line. Custom Commands and Productivity Hacks: Daniel reveals his secrets for creating personalized hotkeys, snippets, and aliases that reduce friction in your digital workflow, making your daily tasks smoother and more intuitive. Subscribe to the newsletter at: https://danielmiessler.com/newsletter Watch the video on YouTube at: https://www.youtube.com/c/UnsupervisedLearning Follow on Twitter at: https://twitter.com/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Mar 9, 2025 · 25 min

    UL NO. 471 | STANDARD EDITION: Cyber Standing Down, China's Innovation Burst, PC vs. NPC, Why AI Can't Understand, and more...

    STANDARD EDITION: Cyber Standing Down, China's Innovation Burst, PC vs. NPC, Why AI Can't Understand, and more... You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member for the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade 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.

  • Mar 4, 2025 · 41 min

    UL NO. 470 | Attacking Signal, Blogging Getting MORE Important, AI's Final Form, Claude 3.7 vs. World, Censorship as a Service, and more...

    STANDARD EDITION: Attacking Signal, Blogging Getting MORE Important, AI's Final Form, Claude 3.7 vs. World, Censorship as a Service, and more... ➡ Protect Against Bots, Fraud, and Abuse. Check out WorkOS Radar at: workos.com/radar You are currently listening to the Standard version of the podcast, consider upgrading and becoming a member for the full version and many other exclusive benefits here: https://newsletter.danielmiessler.com/upgrade 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.

  • Feb 19, 2025 · 49 min

    UL NO. 468 | TELOS Patterns, Apple 0-Day, Gumroad Replaces Developers with AI

    Also: A new threat modeling framework for AI, an API security report, and being paralyzed by crisis 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.

  • Feb 7, 2025 · 25 min

    UL NO. 467 | Why You Should Care About AGI (And a Definition)

    Plus: DeepSeek's open database, Using o3 with Fabric, Chinese backdoors in health monitors, and much more... 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.

  • Feb 5, 2025 · 30 min

    Writing Fiction With AI

    I want to explore how AI can assist in fiction writing, especially using open-source models that allow for greater control, creativity, and long-form storytelling. With tools like LM Studio and Hugging Face, we can download powerful AI models capable of maintaining story coherence, helping authors generate complex narratives, and even unlocking new storytelling possibilities. So, the idea is to create a structured approach to fiction writing with AI. By organizing story elements—characters, setting, mystery, and plot—into a detailed text file ("Telus file"), we can guide AI models to produce high-quality, structured narratives. The goal is not to replace authors but to empower them with AI-assisted storytelling. Who wants to experiment with this approach? Or does anyone know of better AI tools for fiction writing? With larger context models and improving AI capabilities, we might be close to AI-assisted novels that rival human-written stories! 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.

  • Feb 4, 2025 · 29 min

    A Conversation with Alastair Paterson from Harmonic Security

    In this conversation, I speak with Alastair Paterson, CEO and co-founder of Harmonic Security. We talk about: Harmonic Security’s Unique Approach to AI Data Protection: How Harmonic Security’s Zero-Touch Data Protection uses small language models to identify and prevent sensitive data leaks, differentiating it from traditional DLP solutions. Challenges of AI Adoption & Enterprise Security Risks: How enterprises are struggling to adopt Generative AI safely, as employees unknowingly expose sensitive data. The risks of shadow AI usage, and why visibility into AI applications is essential for organizations. Harmonic’s Browser-Based Solution for Secure AI Adoption: How Harmonic Security’s browser-based extension provides real-time monitoring and intervention, allowing enterprises to track AI adoption, prevent data leaks, and enforce security policies without disrupting productivity. ➡️ Get a DEMO and Take Advantage of Harmonic's GenAI Securely ul.live/harmonic ➡️ Check out Harmonic's Data leakage report "From Payrolls to Patents" ul.live/harmonic-data-leaked 00 Intro 00:12 Guest Introduction - Alistair and Harmonic Security 01:16 Background on Digital Shadows and Transition to Harmonic Security 02:50 The Impact of ChatGPT and Generative AI on Security 04:35 The Problem with AI Data Leakage and Enterprise Risks 06:20 The Evolution of Data Protection: From DLP to AI Readiness 08:45 The Challenge of Shadow AI in Enterprises 10:30 Understanding Harmonic Security's Zero-Touch Data Protection 12:15 How Harmonic Security Works - Browser Extension Overview 14:40 Detecting Sensitive Data in AI Prompts 16:50 Live Demo - Preventing Data Leaks in AI Chatbots 19:35 Visibility and Monitoring of AI Usage Across the Enterprise 22:10 Risk Classification and Training Data Considerations 24:05 Policy Enforcement and Customization Options 26:30 Future Developments - Expanding Coverage Beyond AI Apps 28:15 Final Thoughts and Where to Learn More Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Jan 30, 2025 · 33 min

    UL NO. 466 | My Analysis and Prediction on the Deepseek Situation

    Plus: The AI Vulnerability Glut, Remotely Hacking Subarus, Criticism of CVSS, the United Breach, and much more... ➡ Protect Against Bots, Fraud, and Abuse. Check out WorkOS Radar at workos.com/radar Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Jan 28, 2025 · 39 min

    A Conversation with Faisal Khan from Vanta

    In this episode, I speak with Faisal Khan, a GRC Solution Specialist at Vanta, about how their platform is transforming trust management for organizations. We talk about: Vanta as a Trust-Management Platform: How Vanta helps organizations build, scale, and showcase their security and compliance programs through automation, efficiency, and tools like the Trust Center. Key Features and Solutions Offered by Vanta: How Vanta’s integrations automate compliance checks, streamline vendor risk management, and address industry standards like SOC 2, ISO 27001, and CMMC to save time and improve efficiency. Future Directions and AI Integration: How Vanta is expanding into new frameworks like the EU AI Act and leveraging AI to simplify compliance, optimize workflows, and address evolving trends in governance and security. Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Jan 26, 2025 · 21 min

    UL NO. 465 | The SaaS Attack Vector, Project Stargate, and Undersea Cable Drones

    also...Joseph goes independent, Perplexity's new search API, Stoicism's gift, and much more... Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Jan 18, 2025 · 28 min

    UL NO. 464 | AI Phishing Matches Humans, Under Sea Cable Cutter Patents, and Siri is About to Not Suck

    also...Russia's actual playbook, CISA's new rating system, and everyone's doing robots now Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Jan 11, 2025 · 44 min

    UL NO. 463 | Launching 2025, US Soldier Data Leak, AI Agents Emerge, China's Global Spy Network, Robotaxis Now Safer Than Humans

    Navigating AI's impact on work, the rise of transnational threats, a grim new reality in air travel, and how to harness the chaos of 2025 for personal and professional growth. Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Dec 22, 2024 · 27 min

    UL NO. 462: Full-Face Mask Deceptions, VS Code Tunnel Hacks, Quiet AI Emergence at Apple, and Tokyo’s Three-Day Weekend Gamble

    ...plus building personal TELOS files, the ChatGPT Pro vs. Claude coding face-off, a human bird flu case in Louisiana, and ketones fighting Alzheimer’s. ➡ Make your app enterprise-ready and start selling to enterprise customers with WorkOS: workos.com Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Dec 11, 2024 · 28 min

    How Much AI Do We Need? - My AI Industry Prediction

    In this episode, Daniel Miessler explores how AI can transform our understanding of the present and create actionable paths for a better future. He talks about: The Current State, Desired State, and Transition in AI Applications: How AI frameworks can analyze the current state, define a desired state, and propose action plans to address challenges in education, climate, health, and beyond. The Infrastructure and Scale of AI: Why we’re only at the beginning of building the AI infrastructure required for future demands, from GPUs and data centers to startups pushing the boundaries of what’s possible. The Role of AI in Human and Organizational Development: How AI can revolutionize personal lives, enhance businesses, and solve societal issues by gathering and analyzing massive amounts of contextual data to provide actionable insights. Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Chapters: 0:00 - Introduction to Unsupervised Learning Podcast 1:10 - Concept: Predicting AI Infrastructure Needs 3:45 - The Challenge of Predicting Technology vs Human Desires 6:20 - Exploring AI Infrastructure Metrics (GPUs, Data Centers, Startups) 8:55 - Philosophical Insight: Current State vs Desired State 12:15 - AI’s Role in Learning from the Past and Anticipating the Future 14:50 - Addressing Global Issues with AI (Education, Poverty, Climate) 18:30 - Transitioning from Current State to Desired State 22:05 - Context Gathering: Granularity and Technology Limitations 25:40 - AI's Impact on Individual and Family Contexts 29:10 - AI’s Potential in Business: Granularity and Cost 32:50 - Vision of Life OS and Personalized Assistance 36:15 - AI in Society: Predicting and Preventing Problems 40:00 - Infinite Context and the Scaling of AI Capabilities 44:30 - Predictions on AI Context Size and Infrastructure Demand 48:20 - The Importance of Understanding the Current State 52:10 - Conclusion Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.

  • Nov 21, 2024 · 23 min

    UL NO. 459: New Active 0-day Exploitation, AI That Sees Your Open Apps, The RebootAI Project

    A conversation with Rob Allen from ThreatLocker, UL's Black Friday sale, Finland's internet disrupted, and more... ➡️ Get Your Free Cloud Security Scan with Wiz: wiz.io/ul Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://twitter.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler See you in the next one! Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information.