Unsupervised Learning

Latest Episodes:

UL NO. 462: Full-Face Mask Deceptions, VS Code Tunnel Hacks, Quiet AI Emergence at Apple, and Tokyo’s Three-Day Weekend Gamble Dec 22, 2024

Show notes

...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

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How Much AI Do We Need? - My AI Industry Prediction Dec 11, 2024

Show notes

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.

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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

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UL NO. 459: New Active 0-day Exploitation, AI That Sees Your Open Apps, The RebootAI Project Nov 21, 2024

Show notes

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

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A Conversation with Rob Allen from ThreatLocker Nov 18, 2024

Show notes

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)

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UL NO. 458: Ollama Vulnerabilities, Rating AI Using AI, The Mantis Hack-back Framework Nov 17, 2024

Show notes

My conversation with Jason Haddix from Flare, Google finds a Zero-Day with AI, Robot Dogs Protecting Mar-a-Lago, and more...

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A Conversation with Jason Haddix from Flare Nov 11, 2024

Show notes

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)

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UL NO. 454: The First AI Breaches Oct 18, 2024

Show notes

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

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How My Projects Fit Together (Substrate, Fabric, Telos, Daemon, and Human 3.0) Oct 15, 2024

Show notes

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)

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Human 3.0—The Skills & Mental Frames Required To Thrive In An AI World Oct 09, 2024

Show notes

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.

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