How to Attack and Defend LLMs: AI Security Explained

🚀 Ready to dive into the world of large language models (LLMs)? Whether you're a cybersecurity enthusiast, a data scientist, or simply curious about how LLMs can be hacked and protected, this video will give you the insights you need to stay ahead of the game. 🌐🔍 Disclaimer: This video is for educational purposes only. We do not encourage or support any illegal activity. The techniques discussed are meant to highlight security vulnerabilities and help individuals enhance their own cybersecurity awareness. Always obtain proper authorization before engaging in any form of testing or assessments. 📚 What You'll Learn: From understanding how hackers exploit language models to building defenses, this video will guide you through the critical concepts of LLM security. Learn how adversarial attacks work and how to safeguard your models from being manipulated. 💻🔐 ⚠️ Key Topics Covered: 🔄 Understanding Language Model Vulnerabilities: Explore how attackers exploit weaknesses in LLMs to manipulate outputs or extract sensitive data. 🛠️ Common Hacking Techniques: Learn about techniques like prompt injection, backdoor attacks, and how they impact model security. ⚡ Adversarial Attacks & Mitigation: Discover how adversarial examples are used to fool models, and the cutting-edge defenses to protect against them. 🛡️ Protecting Your Models: Practical tips on how to secure your LLMs from data leaks, model inversion, and other threats. 🌐 Securing Large-Scale Models: Best practices for deploying and maintaining large models in a secure environment, including model testing and monitoring. 🌟 This video is ideal for AI researchers, cybersecurity professionals, and anyone interested in the intersection of artificial intelligence and security. Empower yourself with the knowledge to build robust, secure models and stay one step ahead of potential threats. 🔍🛡️ 🔒 Don’t forget to like, comment, and subscribe for more expert insights, tutorials, and updates on AI and cybersecurity! 💙 Buy Me A Coffee: https://buymeacoffee.com/yanivhoffman 🌌 BlueSky: @yanivhoffman.bsky.social 🐦 X (Twitter): @yanivhoffman 💼 LinkedIn: https://www.linkedin.com/in/yanivhoffman 🌐 My Website: yanivhoffman.com (Personal) 📚 OccupyTheWeb Books - Affiliate Links: 1️⃣ Become a Master Hacker: https://amzn.to/3Eq6vX4 2️⃣ NEW BOOK: Network Basics for Hackers: https://amzn.to/3YNd1iz 3️⃣ Linux Basics for Hackers: https://amzn.to/3Sdoh5i 📖 Pre-order: Python Basics for Hackers (Autographed & 50% off): https://www.hackers-arise.com/online-store/Python-Basics-for-Hackers-Pre-Order-50-off-and-autographed-p706286286 🛒 Hackers-Arise - Online Store: https://www.hackers-arise.com/online-store 🌐 OccupyTheWeb Community - Hackers-Arise: 🎟️ 20% Coupon Code: "YANIV" (Use for everything in the store!) Chapters: 00:00-00:02 Disclaimer 00:02-00:43 What we'll cover today. 00:43-01:33 Everything we’ll cover and much more..... 01:33-03:12 Holly Wright 03:12-03:48 Start with basics 03:48-05:45 Disclaimer 05:45-07:18 What is Large lengauge Model 07:18-08:56 What does it means to Hack a LLM 08:56-13:01 How Does this Differ to Classic AI 13:01-14:24 Why matter if someone can Hack LLM 14:24-16:21 How do organisations usually deploy a LLM 16:21-19:34 Context ignoring attack 19:34-22:24 Prompt Leaking 22:24-25:13 Role Play AttackI 25:13-28:03 Prefix Injection & Refusal Suppression 28:03-30:09 Training DATA Reconstruction 30:09-32:46 Malicious Action Generation 32:46-35:58 Token Wasting and Denial of Service Attacks 35:58-38:56 Few Shot Attack 38:56-42:00 Speial Case Attacks 42:00-53:07 Syntactic Transformation Attack 53:07-58:47 How do we Protect LLMs 58:47-1:00:51 Hackathon Protect the runtime usage of LLMs 1:00:51-1:04:13 Look in practice 1:04:13-1:04:38 Summary and Conclusion 🎥 Watch More Cybersecurity Fundamental Videos: 1️⃣ Radio Signal Jamming: https://youtu.be/bm01h6NC_Ho 2️⃣ The World's Most Powerful Cyber Armies: https://youtu.be/JgHfo_4-Hr8 3️⃣ Hacking IoT Devices: https://youtu.be/267HHx8DuJY 4️⃣ HTTP/2 Rapid Reset Attack Explained: https://youtu.be/1ez0xzwl6Ds 5️⃣ The World's Smallest Hacking Lab: https://youtu.be/oKZRiFaPljo 6️⃣ Hacking Wi-Fi Networks: https://youtu.be/TDvX5DE7D-Q 7️⃣ Hacking IP Cameras: https://youtu.be/zCmC5IffIZg 8️⃣ How to Become a Master Hacker (With OTW): https://youtu.be/NE2_Id0I6UM 9️⃣ Hacking SCADA Systems: https://youtu.be/xnrEK9VawHo 🔟 Software-Defined Radio Hacking: https://youtu.be/7z5SNEEyCfo 🐎 Pegasus Spyware: https://youtu.be/Dm5cq1TC2r0 🛠️ Stuxnet: https://youtu.be/fLwLRvp1YFA 🔐 API Hacking: https://youtu.be/1t5wXWFI0yU 🌐 DNS Hacking: https://youtu.be/Hsj_67RhNMc 💻 How to Build a Hacking Box: https://youtu.be/vnYmb6spw30