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    News

    Unsupervised Learning

    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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    Copyright: © 2024 Daniel Miessler

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    Latest Episodes:
    UL NO. 486 STANDARD EDITION: Fully Automated AI Malware (Binary and Web), My Debate with Marcus Hutchins on AI and more Jun 26, 2025
    Show notes

    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:
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    Join the UL community at:
    https://danielmiessler.com/upgrade

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    https://x.com/danielmiessler

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    https://www.linkedin.com/in/danielmiessler

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    See omnystudio.com/listener for privacy information.


    UL NO. 485: STANDARD EDITION: Netflix RCE, My Current AI Stack, All-in on Claude Code, and more... Jun 19, 2025
    Show notes

    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

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    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... Jun 12, 2025
    Show notes

    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:
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    Join the UL community at:
    https://danielmiessler.com/upgrade

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    See omnystudio.com/listener for privacy information.


    UL NO. 483 | STANDARD EDITION: 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... Jun 05, 2025
    Show notes

    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:
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    The Future of Hacking is Context Jun 03, 2025
    Show notes

    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, vuln management, and beyond—and why context, not AI, is the actual revolution.

    📽️Check out the full video here: https://youtu.be/UwTTcka1Wd8

    Topics covered:
    Why the core problem in security is organizational knowledge
    Unified Entity Context (UEC) as the future architecture
    Modular, AI-augmented security stacks
    Why every attacker and defender will soon be running one
    How this flips the AI conversation on its head

    If you care about where hacking, automation, and AI are headed—this is the blueprint.

    📬Subscribe for updates about trends and ideas in Cybersecurity, National Security, AI, Technology, and Society👇🏼
    https://newsletter.danielmiessler.com/
    👉🏻 X (Twitter): https://ul.live/x
    👉🏻 Instagram: https://ul.live/ig
    👉🏻 BlueSky: https://ul.live/bluesky
    👉🏻 LinkedIn: https://ul.live/li

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    UL NO. 482 | STANDARD EDITION: 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... May 30, 2025
    Show notes

    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 the newsletter at:
    https://danielmiessler.com/subscribe

    Join the UL community at:
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    Unified Entity Context May 15, 2025
    Show notes

    🔹 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 tools to building real-world demos like Alma and Threshold. The core idea? That most hard decisions are only hard because we lack the necessary context. With rich, accurate, and fresh context, even complex decisions become simple.

    If you're building in security, investing in AI, or just trying to understand where things are heading, this concept might reframe everything.

    Check out the full video here: https://youtu.be/IHUqk90ch7I

    Become a Member: https://danielmiessler.com/upgrade

    See omnystudio.com/listener for privacy information.


    Reviewing RSA 2025 with Jason Haddix May 08, 2025
    Show notes

    What really happened at RSA 2024?

    Daniel Miessler and Jason Haddix break it down.

    Fresh off a whirlwind RSA week, Daniel sits down with Jason Haddix (Arcanum Information Security) to talk about what mattered—beyond the show floor noise. From off-site innovation summits to real-world AI implementation, this deep dive covers:

    -Where the real innovation happened (hint: not on the show floor)
    -Key takeaways from the OpenAI and Airbnb AI Security events
    -Jason’s talk on AI pentesting methodology and the Prompt Injection Taxonomy
    -The future of cybersecurity moats and the risk of AI-native disruption
    -Why agents aren’t the main character—data is -DARPA's AIxCC competition and the rise of Cyber Reasoning Systems
    -Challenges with evals, autonomous security workflows, and VDP backlash -Behind the scenes at RSA: puppies, parties, burnout, and brutal honesty

    They also explore content creation, the future of platform-native context, and why being opinionated (with receipts) matters more than ever in security and tech.

    Jason's Company https://arcanum-sec.com

    Become a Member: https://danielmiessler.com/upgrade

    See omnystudio.com/listener for privacy information.


    A Conversation with Bar-El Tayouri from Mend.io May 06, 2025
    Show notes

    ➡ Get full visibility, risk insights, red teaming, and governance for your AI models, AI agents, RAGs, and more—so you can securely deploy AI powered applications with ul.live/mend

    In this episode, I speak with Bar-El Tayouri, Head of AI Security at Mend.io, about the rapidly evolving landscape of application and AI security—especially as multi-agent systems and fuzzy interfaces redefine the attack surface.

    We talk about:

    • Modern AppSec Meets AI Agents
    How traditional AppSec falls short when it comes to AI-era components like agents, MCP servers, system prompts, and model artifacts—and why security now depends on mapping, monitoring, and understanding this entire stack.

    • Threat Discovery, Simulation, and Mitigation
    How Mend’s AI security suite identifies unknown AI usage across an org, simulates dynamic attacks (like prompt injection via PDFs), and provides developers with precise, in-code guidance to reduce risk without slowing innovation.

    • Why We’re Rethinking Identity, Risk, and Governance
    Why securing AI systems isn’t just about new threats—it’s about re-implementing old lessons: identity access, separation of duties, and system modeling. And why every CISO needs to integrate security into the dev workflow instead of relying on blunt-force blocking.

    Subscribe to the newsletter at:
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    Chapters:

    00:00 - From Game Hacking to AI Security: Barel’s Tech Journey
    03:51 - Why Application Security Is Still the Most Exciting Challenge
    04:39 - The Real AppSec Bottleneck: Prioritization, Not Detection
    06:25 - Explosive Growth of AI Components Inside Applications
    12:48 - Why MCP Servers Are a Massive Blind Spot in AI Security
    15:02 - Guardrails Aren’t Keeping Up With Agent Power
    16:15 - Why AI Security Is Maturing Faster Than Previous Tech Waves
    20:59 - Traditional AppSec Tools Can’t Handle AI Risk Detection
    26:01 - How Mend Maps, Discovers, and Simulates AI Threats
    34:02 - What Ideal Customers Ask For When Securing AI
    38:01 - Beyond Guardrails: Mend’s Guide Rails for In-Code Mitigation
    41:49 - Multi-Agent Systems Are the Next Security Nightmare
    45:47 - Final Advice for CISOs: Enable, Don’t Disable Developers

    Become a Member: https://danielmiessler.com/upgrade

    See omnystudio.com/listener for privacy information.


    The 4 AAAAs of the AI ECOSYSTEM: Assistants, APIs, Agents, and Augmented Reality Apr 22, 2025
    Show notes

    In this episode, I break down what I believe is the emerging structure of the AI-powered world we're all building—consciously or not. I call it the “Four A’s”: Assistants, APIs, Agents, and Augmented Reality. This framework helps make sense of recent developments and where it’s all headed.

    I talk about:

    1. Digital Assistants That Understand and Optimize Your Life
    Your DA (like “Kai”) will know your goals, preferences, health, schedule, and context—and proactively optimize your day, from filtering messages to planning meals or surfacing relevant information in real time.

    2. APIs and the Real Internet of Things
    Everything becomes an API—from businesses to people to physical objects. Your assistant interacts with these APIs to act on your behalf, turning the world into a navigable ecosystem of services, tools, and resources.

    3. Agents and AR Bringing It All Together
    Agents act autonomously to complete multi-step goals, and AR glasses will display their outputs contextually as you move through the world.

    These systems will collaborate, search, and act—quietly transforming how we live, work, and perceive reality.

    Subscribe to the newsletter at:
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    See you in the next one!

    Chapters:

    00:00 - The AI Ecosystem We’re Building Without Realizing It
    01:33 - Assistant: Your Most Powerful Digital Companion
    03:08 - APIs: How DAs Interact with the World
    07:54 - Agents: The Step Beyond Automation
    11:00 - Augmented Reality: The Interface Layer of the AI Ecosystem
    14:20 - Combining APIs, Agents, and UI for Real-Time Situational Awareness
    17:17 - Summary: A Unified Ecosystem Driven by the Four A’s
    23:36 - Industry Trends: How Companies Like OpenAI, Apple, and Meta Fit In
    25:11 - Final Thoughts on Timelines, Winners, and Interpreting AI News

    Become a Member: https://danielmiessler.com/upgrade

    See omnystudio.com/listener for privacy information.


    Previous 1 2 3 4 5 6 55 Next

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