Unsupervised Learning

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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee 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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee 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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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.

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:https://danielmiessler.com/upgrade Follow on X:https://x.com/danielmiessler Follow on LinkedIn:https://www.linkedin.com/in/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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.comBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

➡ 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 GovernanceWhy 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: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 - From Game Hacking to AI Security: Barel’s Tech Journey03:51 - Why Application Security Is Still the Most Exciting Challenge04:39 - The Real AppSec Bottleneck: Prioritization, Not Detection06:25 - Explosive Growth of AI Components Inside Applications12:48 - Why MCP Servers Are a Massive Blind Spot in AI Security15:02 - Guardrails Aren’t Keeping Up With Agent Power16:15 - Why AI Security Is Maturing Faster Than Previous Tech Waves20:59 - Traditional AppSec Tools Can’t Handle AI Risk Detection26:01 - How Mend Maps, Discovers, and Simulates AI Threats34:02 - What Ideal Customers Ask For When Securing AI38:01 - Beyond Guardrails: Mend’s Guide Rails for In-Code Mitigation41:49 - Multi-Agent Systems Are the Next Security Nightmare45:47 - Final Advice for CISOs: Enable, Don’t Disable DevelopersBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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 LifeYour 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 ThingsEverything 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 TogetherAgents 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: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 See you in the next one! Chapters: 00:00 - The AI Ecosystem We’re Building Without Realizing It01:33 - Assistant: Your Most Powerful Digital Companion03:08 - APIs: How DAs Interact with the World07:54 - Agents: The Step Beyond Automation11:00 - Augmented Reality: The Interface Layer of the AI Ecosystem14:20 - Combining APIs, Agents, and UI for Real-Time Situational Awareness17:17 - Summary: A Unified Ecosystem Driven by the Four A’s23:36 - Industry Trends: How Companies Like OpenAI, Apple, and Meta Fit In25:11 - Final Thoughts on Timelines, Winners, and Interpreting AI NewsBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

In this episode, I walk through a Fabric Pattern that assesses how well a given model does on a task relative to humans. This system uses your smartest AI model to evaluate the performance of other AIs—by scoring them across a range of tasks and comparing them to human intelligence levels. I talk about: 1. Using One AI to Evaluate AnotherThe core idea is simple: use your most capable model (like Claude 3 Opus or GPT-4) to judge the outputs of another model (like GPT-3.5 or Haiku) against a task and input. This gives you a way to benchmark quality without manual review. 2. A Human-Centric Grading SystemModels are scored on a human scale—from “uneducated” and “high school” up to “PhD” and “world-class human.” Stronger models consistently rate higher, while weaker ones rank lower—just as expected. 3. Custom Prompts That Push for Deeper EvaluationThe rating prompt includes instructions to emulate a 16,000+ dimensional scoring system, using expert-level heuristics and attention to nuance. The system also asks the evaluator to describe what would have been required to score higher, making this a meta-feedback loop for improving future performance. Note: This episode was recorded a few months ago, so the AI models mentioned may not be the latest—but the framework and methodology still work perfectly with current models. 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 See you in the next one!Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

➡ Secure what your business is made of with Martial Security: https://material.security/ In this episode, I speak with Patrick Duffy from Material Security about modern approaches to email and cloud workspace security—especially how to prevent and contain attacks across platforms like Google Workspace and Microsoft 365. We talk about: • Proactive Security for Email and Cloud PlatformsHow Material goes beyond traditional detection by locking down high-risk documents and inboxes preemptively—using signals like time, access patterns, content sensitivity, and anomalous user behavior. • Real-World Threats and Lateral MovementWhat the team is seeing in the wild—from phishing and brute-force attacks to internal data oversharing—and how attackers are increasingly moving laterally through cloud ecosystems using a single set of compromised credentials. • Customizable, Context-Aware Response WorkflowsHow Material helps teams right-size their responses based on risk appetite, enabling fine-grained actions like MFA prompts, access revocation, or full session shutdowns—triggered by dynamic, multi-signal rule sets. 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 & High-Level Overview of Material Security02:04 - Common Threats: Phishing and Lateral Movement in Cloud Office05:30 - Access Control in Collaborative Workspaces (2FA, Just-in-Time, Aging Content)08:43 - Connecting Signals: From Login to Exfiltration via Rule Automation12:25 - Real-World Scenario: Suspicious Login and Automated Response15:08 - Rules, Templates, and Customer Customization at Onboarding18:46 - Accidental Risk: Sensitive Document Sharing and Exposure21:04 - Security Misconfigurations and Internal Abuse Cases23:43 - Full Control Points: IP, Behavior, Classification, Sharing Patterns27:50 - Integrations, Notifications, and Real-Time Security Team Coordination31:13 - Lateral Movement: How Attacks Spread Across the Workspace34:25 - Use Cases Involving Google Gemini and AI Exposure Risks36:36 - Upcoming Features: Deeper Remediation and Contextual Integration39:30 - Closing Thoughts and Where to Learn MoreBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

AI is changing cybersecurity at a fundamental level—but how do we decide what to build, and when? In this episode, I outline a structured way to think about AI for security: from foundational ideas to a future-proof system that can scale with emerging threats. • Rethinking Human Workflows as Intelligence PipelinesBy mapping tasks into visual workflows, we can pinpoint exactly where human intelligence is still required—and where AI agents are most likely to replace or enhance us. • Using AI to Understand and Manage Organizational StateI introduce the concept of AI state management: building systems that track your current and desired security posture in real time, and using AI to bridge the gap—automating insights, decisions, and even actions across your environment. • Building a Cyber Defense Program Inspired by Attacker PlaybooksInstead of waiting for threats, I propose a new framework based on attacker capabilities—what they wish they could do now and in the near future—and how to proactively prepare by building a continuously adapting AI-powered defense system. 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 - Framing the Future: Two Key Questions on AI and Cybersecurity01:28 - Intelligence Pipelines: Visualizing Human Work as Replaceable Workflow06:10 - Theory of Constraints: How Attackers Are Bottlenecked by Human Labor10:42 - Defining Agents: What Makes AI Different From Traditional Automation12:08 - AI State Management: The Universal Use Case for Automated Intelligence16:53 - Real-World Demo: Unified Context AI for Security Program Management26:30 - Advanced Uses: Reassigning Projects, Updating KPIs, and Security Reports34:58 - Automating Security Questionnaires With AI Context Awareness38:43 - ACAD Framework: Predicting and Preparing for Future Attacker Capabilities47:40 - Defender Response: Building AI-Driven Red Teams and Internal UCCs52:25 - Final Answers: How Software and Security Change With AI AgentsBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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 ASIInstead 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 IntelligenceThe 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 AIBy 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/danielmiesslerChapters: 00:00 - Why AGI and ASI Definitions Should Be Human-Centric01:55 - Defining AGI as a 2022-Era US Knowledge Worker03:04 - Defining ASI and Why It’s Harder to Conceptualize04:04 - The Real Reason to Care: AGI and ASI Enable Invention05:04 - How Human Innovation Happens: Idea Collisions and Enlightenment Lessons06:56 - Building a System That Mimics Human Idea Generation at Scale09:00 - The Challenge of Testing: From A/B Tests to Biotech Labs10:52 - Creating an Automated, Scalable Scientific Method With AI12:50 - A Timeline to AGI and ASI: Predictions for 2027–2030Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

➡ 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 Burnout07:19 - The AI Arms Race: How Attackers and Defenders Are Evolving09:08 - Why Security Still Comes Down to Workflow, Logging, and Action13:41 - How CISOs Are Balancing AI Adoption and Enterprise Risk17:36 - Using AI in Tines to Transform and Automate Security Workflows20:40 - How AI Detects Business Email Compromise Better Than Rules25:26 - From Security to Data Pipelines: Tines as Workflow Orchestration28:59 - Inside Workbench: Secure AI-Powered Chat for Analysts36:00 - Automating Phishing Investigations with Trusted Tool Integrations39:19 - Where to Learn More and Try Tines for FreeBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

➡ 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 Security01:24 - How ThreatLocker’s Application Control Blocks Unauthorized Software06:52 - Storage Control: Preventing Unauthorized Data Access and USB Threats08:19 - Ring Fencing: Controlling App Permissions and Network Access12:37 - Elevation Control: Granting Admin Privileges Without Risk16:23 - Network Control: Restricting Internet and Internal Network Access19:26 - AI-Driven Security Policies: The Future of ThreatLocker Management24:07 - Mac vs. Windows Security: Key Differences and Challenges29:49 - ThreatLocker’s Expansion: New Products and Future Plans32:32 - Where to Learn More About ThreatLocker’s Security SolutionsBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/danielmiessleBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/radarYou 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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/danielmiesslerBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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-leaked00 Intro00:12 Guest Introduction - Alistair and Harmonic Security01:16 Background on Digital Shadows and Transition to Harmonic Security02:50 The Impact of ChatGPT and Generative AI on Security04:35 The Problem with AI Data Leakage and Enterprise Risks06:20 The Evolution of Data Protection: From DLP to AI Readiness08:45 The Challenge of Shadow AI in Enterprises10:30 Understanding Harmonic Security's Zero-Touch Data Protection12:15 How Harmonic Security Works - Browser Extension Overview14:40 Detecting Sensitive Data in AI Prompts16:50 Live Demo - Preventing Data Leaks in AI Chatbots19:35 Visibility and Monitoring of AI Usage Across the Enterprise22:10 Risk Classification and Training Data Considerations24:05 Policy Enforcement and Customization Options26:30 Future Developments - Expanding Coverage Beyond AI Apps28:15 Final Thoughts and Where to Learn MoreBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

...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/upgradeSee omnystudio.com/listener for privacy information.

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 Needs3:45 - The Challenge of Predicting Technology vs Human Desires6:20 - 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 - ConclusionBecome a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

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/upgradeSee omnystudio.com/listener for privacy information.

In this conversation, I speak with Rob Allen, Chief Product Officer at ThreatLocker. We talk about: ThreatLocker's Unique Zero Trust Approach to Cybersecurity:How ThreatLocker's "deny by default, permit by exception" methodology, along with automated application learning and built-in definitions for over 4,000 applications, simplifies allowlisting and enhances endpoint security. Innovations in ThreatLocker's Control Features:How ThreatLocker's ringfencing prevents unauthorized application interactions and data access, and dynamic firewalls mitigate risks like lateral movement and ransomware attacks through endpoint-level network segmentation. Recent Developments and Cloud Expansion:How ThreatLocker Detect and Cloud Detect provide advanced detection capabilities for endpoint and cloud environments, including Office 365, enabling anomaly detection, centralized alerts, and proactive threat management. And more. Into (00:00:00)ThreatLocker's Zero Trust Cybersecurity Approach (00:00:31)Understanding Allow Listing in Cybersecurity (00:01:49)Managing Software Updates with ThreatLocker (00:02:13)Automated Application Updates for Over 4000 Programs (00:04:11)Vendor Collaboration for Early Software Updates (00:05:40)Challenges and Risks of Immediate Software Updates (00:06:53)Assuming Breach: A Core Cybersecurity Principle (00:08:10)Implementing Zero Trust Strategies with Ring Fencing (00:09:30)Controlling Application Interactions to Prevent Threats (00:09:50)Advanced Data Protection with Storage Control (00:13:17)Dynamic ACLs for Smarter Network Control (00:15:48)Ransomware Risks from Open Ports (00:16:50)Using Shodan to Identify Open Port Vulnerabilities (00:17:19)Building Application Allow Lists with Contextual Data (00:18:43)Learning Mode for Application and Traffic Visibility (00:19:36)Balancing User Behavior Control and Workflow (00:20:44)Integrating Detection and Control with ThreatLocker Detect (00:21:44)Why Detection is Critical in Cybersecurity Layers (00:22:41)Response Mechanisms and Automated Remediation (00:24:02)Lockdown Mode: Ultimate Isolation from Threats (00:25:38)Streamlined Application Approvals with Cyber Hero (00:26:36)Breaking Down Ransomware Attack Stages (00:27:46)Introducing Cloud Detect for Cloud Security (00:29:39)How to Learn More About ThreatLocker Solutions (00:30:47)Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

My conversation with Jason Haddix from Flare, Google finds a Zero-Day with AI, Robot Dogs Protecting Mar-a-Lago, and 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/upgradeSee omnystudio.com/listener for privacy information.

Streamline Your Cybersecurity with Flare Here: https://try.flare.io/unsupervised-learning/ In this conversation, I speak with Jason Haddix, founder of Arcanum Security and CISO at Flare. We talk about: Flare's Unique Approach to Threat Intelligence:How Flare's capability to uncover compromised credentials and cookies from the dark web and private forums has been crucial in red team engagements. Challenges of Credential Theft and Advanced Malware Techniques:How adversaries utilize tools like the RedLine Stealer malware to gather credentials, cookies, and other sensitive information, and this stolen data enables attackers to bypass authentication protocols, emphasizing the need for comprehensive exposure management. Jason's Journey To Founding Arcanum & Arcanum's Security Training Programs:How Jason now advises on product development and threat intelligence as Flare's CISO and his journey to fund Arcanum, a company focused on red teaming and cybersecurity, and Arcanum's specialized training programs focusing on offensive security and using AI in security roles.  And more Introduction to the Podcast (00:00:00)Guest Excitement on Podcast (00:00:20)Jason's New Business and Flare Role (00:00:24)Career Shift from Ubisoft to Red Teaming (00:01:02)Evolution of Adversary Tactics (00:02:04)Flare's Credential Exposure Management (00:02:58)Synergy Between Arcanum and Flare(00:03:55)Dark Web Credential Compromise (00:04:45)Challenges with Two-Factor Authentication (00:06:25)Cookie Theft and Unauthorized Access (00:07:39)Redline Malware and Its Impact (00:08:12)Flare's Research Capabilities (00:09:50)Potential for Advanced Malware Detection (00:11:40)Expansion of Threat Intelligence Services (00:12:15)Vision for a Unified Security Dashboard (00:13:25)Integrating Threat Intelligence with Identity Management (00:14:00)Credential Update Notifications via API (00:15:54)Automated Credential Management Potential (00:17:28)AI Features in Security Platforms (00:17:32)Exploration of Automated Security Responses (00:18:38)Introduction to Arcanum Security (00:19:25)Overview of Arcanum Training Courses (00:20:25)Necessity for Up-to-Date Training (00:22:15)Guest Experts in Training Sessions (00:23:08)Upcoming Features for Flare (00:25:11)Integrating Vulnerability Management (00:28:08)Accessing Flare's Free Trial (00:28:25)Learning More About Arcanum (00:29:09)Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

AI Avatar Breaches, Gullibility is Vulnerability: Conspiracy is Threat, Caldera's New Plugin, and more... Try Out the ThreatLocker to take your security to the next level: https://www.threatlocker.com/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/upgradeSee omnystudio.com/listener for privacy information.

This episode, "How My Projects Fit Together," is a follow-up to a previous post called "What I Am Doing & How It's Going". Here, Daniel Miessler addresses the most commonly asked questions: "I see all your projects, but what are they? How are they related?" He takes an individual look at his various projects (Substrate, Fabric, Telos, Daemon, and Human 3.0) and then how they work together to tackle big issues such as the lack of purpose and meaning in people's lives, preparing people for the impact of AI in society, and the need for holistic human development. For all the projects' links,visit: https://danielmiessler.com/p/how-my-projects-fit-together - Intro (00:00:00)- Identifying Major Problems (00:00:47)- Lack of Purpose and Meaning (00:01:50)- Impact of AI on Society (00:01:50)- Training for Full-Spectrum Individuals (00:03:02)- Security as a Core Focus (00:03:02)- Helios: Attack Surface Monitoring (00:04:11)- Daemon: Security Program Management (00:05:16)- Substrate: Enhancing Human Understanding (00:06:21)- Argument Components in Substrate (00:07:35)- AI and Argument Detection (00:10:59)- Fabric: Augmenting Humans with AI (00:15:26)- Fabric Patterns for Problem Solving (00:16:31)- Fabric Overview (00:19:36)- Telos Introduction (00:20:50)- Articulating the Mission (00:21:50)- Telos File Example (00:22:53)- Managing Personal Life with Telos (00:23:57)- AI and Purpose (00:26:10)- Daemon Introduction (00:28:21)- API Concept in Daily Life (00:29:28)- Digital Assistants and APIs (00:31:40)- Human Connection through Sharing (00:37:52)- Daemon Personal API Broadcast (00:39:53)- Human 30 Introduction (00:43:07)- Human 30 Philosophy (00:45:22)- Impact of AI on Work (00:48:47)- Human 30 Platform Overview (00:51:00)- Summary of Projects (00:54:03)- Vision of Future AI Integration (00:56:21)- Encouragement for Clarity and Purpose (00:57:39)- Encouragement for Purpose (00:59:47)- Articulating Your Work (01:00:46)Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

Human 3.0 is here. In this conference for the United Nations, Daniel Miessler introduces the topic of Human 3.0 philosophy and the skills and mental frameworks needed to thrive in an AI-driven world.  Learn about: - The future of work and the human 3.0 economy. - How AI will revolutionize startups and entrepreneurship. - How one-person billion-dollar companies are becoming a reality. - Creative expression and AI. - The importance of personal visibility and authenticity. - How to survive and thrive in today's rapidly evolving technological landscape. 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/upgradeSee omnystudio.com/listener for privacy information.

China prepping for kinetic using cyber?, Automatic podcast creation using NotebookLM, VM + AI, and 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/upgradeSee omnystudio.com/listener for privacy information.

This is a NotebookLM podcast based on a long conversation I had with my AI, DARSA, on the topic of whether AIs truly understand things and/or are capable of creativity.Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

Venture capitalists aren't looking for nice founders; they want risk-takers. Nate Silver highlights that 70% of the billionaires on the 2023 Forbes 400 list are self-made, often coming from modest backgrounds. 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/upgradeSee omnystudio.com/listener for privacy information.

Comedians are increasingly using AI to help write jokes and brainstorm ideas, with mixed results. I think this is similar to the Turing Test in terms of the importance of AI progress. If AI can write a full set of comedy and make humans laugh, that's f*cking huge. 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/upgradeSee omnystudio.com/listener for privacy information.

Trump shared a fake image of Harris speaking at a Communist event. This one looks fairly fake, but 1) lots of people will still believe it's real, and 2) current tech can already make more believable ones.  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/upgradeSee omnystudio.com/listener for privacy information.

A new Fabric web app called FabricUI!, Many AI Eyes, PagerAttack Analysis, a new Ripgrep, and 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/upgradeSee omnystudio.com/listener for privacy information.

A whole bunch of right-wing influencers received millions from Russia in return for promoting pro-Russian talking points. Hilarious to me since their whole narrative is to be skeptical and discerning. Except when it comes to obvious Russian propaganda. 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/upgradeSee omnystudio.com/listener for privacy information.

The more I think about it, the more I think a major career for creators going forward will be building entire realities for people to live inside of. So think post-AG/SI and post UBI, and where games are extraordinarily immersive. I think there will be a huge market for creative people building the story lines and stat systems and look and feel of entire worlds that people will live inside of for a period of years at a time. 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/upgradeSee omnystudio.com/listener for privacy information.

Here are my first thoughts after using OpenAI's New Strawberry Model for a couple of hours 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/upgradeSee omnystudio.com/listener for privacy information.

80% Chinese Cranes, Drones vs. Abrahams, a RAG kickstart, a Canary-based Security Maturity Model, and more... Check out Wiz for a Free Could Security Scan:https://www.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/upgradeSee omnystudio.com/listener for privacy information.

In this conversation, I speak with Shiladitya Sircar, Senior VP of Product Engineering and Data Science at BlackBerry. We talk about: The Rise of Deepfakes and Cyber ThreatsInnovation Meets Malicious Intent: Deepfakes are not just a tech novelty; they're a growing threat. From text-based phishing to hyper-realistic fake videos and audio, the landscape of cyber threats is evolving rapidly. Deepfake technology can clone voices, making it easier for cybercriminals to impersonate individuals and bypass security measures. Understanding Identity CompromiseVoice Cloning Dangers: Our brains are wired to trust familiar voices, making voice cloning particularly insidious. We share a chilling story about a cybercriminal impersonating Ferrari's CEO. The attacker's deepfake was so convincing that it almost led to a major scam. The Impact on TrustEroding Trust in Systems: Deepfakes can undermine trust in institutions and systems, much like traditional scams but with a high-tech twist. Beyond individual attacks, deepfakes can manipulate public opinion and even influence elections. Organizations need to train employees to spot deepfakes, and there's a pressing need for laws that specifically address deepfakes and identity spoofing. And more Intro (00:00:00)Main Cyber Threats from Deepfakes (00:00:56)Identity Compromise Explained (00:02:47)Impact of Deepfakes on Trust (00:06:23)Deepfakes in Attack Chains (00:08:15)Case Studies of Deepfake Attacks (00:09:41)Emerging Threat Landscape (00:13:56)Defending Against Deepfake Attacks (00:15:07)Regulatory Frameworks Needed (00:16:28)The Role of Education and Technology (00:18:57)Future of Content Authenticity (00:20:53)Legislation and Authenticity Mechanisms (00:22:04)Real-Time Deepfake Validation (00:23:18)Government and Industry Partnership (00:24:07)Media Forensic Research (00:24:23)Zero Knowledge Proofs (00:25:36)Content Provenance and Authenticity (00:26:52)Trust Network Expansion (00:28:00)Puppeteering Technology (00:29:20)Stream Authentication Challenges (00:30:21)Hardware-Level Trust (00:32:00)Fragmentation in Standards (00:32:29)Trust in Communication Protocols (00:33:51)Collaboration for Solutions (00:35:22)Apple's Unique Position (00:36:47)Erosion of Trust (00:37:31)AI Agents for Detection (00:38:11)Short-term and Long-term Solutions (00:38:45)Awareness and Education (00:41:23)Predictions for Deepfake Technology (00:41:48)Community Action Against Deepfakes (00:43:09)Learning More About BlackBerry's Work (00:43:29)Become a Member: https://danielmiessler.com/upgradeSee omnystudio.com/listener for privacy information.

Life changing books, defining your core problems, the Apple updates, and much more... ➡ Check out Vanta and get $1000 off:vanta.com/unsupervised 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/upgradeSee omnystudio.com/listener for privacy information.