The BlueHat Podcast

Protecting AI at the Edge with David Weston


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In this episode of The BlueHat Podcast, host Nic Fillingham and Wendy Zenone share David Weston’s keynote from BlueHat India 2025. David explores the growing role of on-device AI in Windows, the security risks it introduces, and how Microsoft is rethinking architecture to defend against new threats like model tampering, data exfiltration, and AI-powered malware. He also shares insights on innovations like Windows Recall, biometric protection, and the future of secure, agentic operating systems. 


  

In This Episode You Will Learn:  

  • How AI integration in Windows (like Windows Recall and MS Paint) is evolving 

    • Emerging threats from protocols like MCP and CUAs 

      • What a “confused deputy” attack is, and how Microsoft is protecting users 

        Some Questions We Ask: 

        • What are the biggest security threats in on-device AI—data, model, or runtime? 

          • Can AI be used to accelerate post-compromise attacks? 

            • What will it take to bring Azure-level confidential computing to the consumer device? 

                 

              Resources:      

              View David Weston on LinkedIn   

              View Wendy Zenone on LinkedIn   

              View Nic Fillingham on LinkedIn  

               

                

              Related Microsoft Podcasts:   

              • Microsoft Threat Intelligence Podcast   

                • Afternoon Cyber Tea with Ann Johnson   

                  • Uncovering Hidden Risks   

                      

                    Discover and follow other Microsoft podcasts at microsoft.com/podcasts   


                    The BlueHat Podcast is produced by Microsoft and distributed as part of N2K media network.  

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