The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

How Microsoft Scales Testing and Safety for Generative AI with Sarah Bird - #691

Jul 1, 2024
57:12
Snipd AI
Sarah Bird, Chief product officer of responsible AI at Microsoft, discusses Microsoft's testing and safety measures for generative AI, focusing on red teaming, automated testing, and governance. They explore risks like adversarial inputs and fairness, using lessons from past failures like 'Tay'. The importance of aligning testing with risk assessment in generative AI systems is highlighted.
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Podcast summary created with Snipd AI

Quick takeaways

  • Implement layered defense for generative AI safety.
  • Manage risks with techniques like red teaming.

Deep dives

Emphasizing Defense in Depth for Secure Systems

Starting with a system designed with defense in depth, where technologies are layered to counter weaknesses, resembles stacking Swiss cheese to prevent holes. Sarah Bird discusses building responsible AI applications, focusing on principles like fairness, transparency, accountability, and safety. The shift to generative AI requires new tools and techniques for implementation.

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