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AI Errors vs. Human Mistakes: Rethinking Security

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Manage episode 467500394 series 3620285
Content provided by David Such. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by David Such or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.

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In this episode, we explore the unique nature of AI mistakes and why they differ fundamentally from human errors. Unlike people, AI systems make random, inconsistent, and unpredictable errors, often without awareness of their own limitations. This unpredictability challenges traditional security approaches, requiring new frameworks for AI reliability and risk management.

The discussion delves into two potential solutions: engineering AI to make more human-like mistakes and creating specialized mistake-correcting mechanisms tailored for AI. While AI can exhibit human-like behaviors—such as prompt sensitivity and biases learned from training data—it also introduces distinct vulnerabilities that require fresh security strategies.

How can we ensure AI is deployed safely in decision-making? And what do these insights mean for the future of AI security? Tune in for an eye-opening conversation on the evolving landscape of AI safety and reliability.

If you are interested in learning more then please subscribe to the podcast or head over to https://medium.com/@reefwing, where there is lots more content on AI, IoT, robotics, drones, and development. To support us in bringing you this material, you can buy me a coffee or just provide feedback. We love feedback!

  continue reading

26 episodes

Artwork
iconShare
 
Manage episode 467500394 series 3620285
Content provided by David Such. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by David Such or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.

Send us a text

In this episode, we explore the unique nature of AI mistakes and why they differ fundamentally from human errors. Unlike people, AI systems make random, inconsistent, and unpredictable errors, often without awareness of their own limitations. This unpredictability challenges traditional security approaches, requiring new frameworks for AI reliability and risk management.

The discussion delves into two potential solutions: engineering AI to make more human-like mistakes and creating specialized mistake-correcting mechanisms tailored for AI. While AI can exhibit human-like behaviors—such as prompt sensitivity and biases learned from training data—it also introduces distinct vulnerabilities that require fresh security strategies.

How can we ensure AI is deployed safely in decision-making? And what do these insights mean for the future of AI security? Tune in for an eye-opening conversation on the evolving landscape of AI safety and reliability.

If you are interested in learning more then please subscribe to the podcast or head over to https://medium.com/@reefwing, where there is lots more content on AI, IoT, robotics, drones, and development. To support us in bringing you this material, you can buy me a coffee or just provide feedback. We love feedback!

  continue reading

26 episodes

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