How to Hack AI Models and Agents (with Python demos)

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How do you hack an AI system? And what happens when one malicious instruction spreads between AI agents?

I’m joined by Harriet, author of Practical AI Security, to explore how AI models and agents can be manipulated, with practical Python demonstrations. You’ll see an image classifier misidentify a rifle, a demonstration of prompt injection spreading across five agents, and how memory poisoning can plant instructions that affect an agent later. We discuss why securing AI takes more than blocking prompt injection, how machine learning creates different security challenges, and what you need to understand before deploying agents in your organisation.

Want to learn this yourself? Harriet explains how to get started with her collection of 30+ free Python notebooks, including examples you can explore in Google Colab. We also discuss the skills involved in AI security and how people from different backgrounds can contribute.

Topics include:
• Adversarial machine learning and image manipulation
• Prompt injection and attacks spreading between agents
• Memory poisoning and model backdoors
• AI supply chain security
• Learning AI security with Python
• AI security careers, training and fundamentals

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// MENU //
0:00 – Intro
01:05 – Harriet Farlow AI security background

05:55 – Proton VPN sponsor segment
08:02 – Practical AI Security book // AI Security

10:40 – Who’s the book for
11:32 – Harriet’s YouTube channel

12:32 – AI security course
14:27 – Practical demos
15:41 – Hacking an AI demo // Learning how AIs work

22:22 – Hacking an AI summary
24:40 – Hacking an AI visualizations

28:48 – AI deceiving another AI
33:09 – Hacking an AI visualizations continued

34:07 – Rushing to the AI market
36:26 – Adversarial patch explained
38:12 – Vibe coded visuals
40:27 – More visualization
44:04 – Growth of interest in AI security

45:09 – No advanced skills required
49:40 – Get in contact with Harriet Farlow // Conclusion

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Disclaimer: This video is for educational purposes only.
#aisecurity #aiagents #defcon

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  • David Bombal