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Confidential AI: Enabling Trustworthy Ecosystems in the Age of Agentic Intelligence - Session

Talkat MLcon London 2026 · 2026-05-12..05-13· [security, large-language-models]
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Argument: use hardware TEEs to protect data-in-use, not just rest/transit; claim is that Intel SCX/TDX plus attestation and TDX Connect for GPUs let enterprises run GenAI and federated training without exposing prompts or memory contents. Demo shows a plain memory dump revealing prompts then an Intel TDX deployment where the memory dump hides prompts; project integrations include OpenFL and Open Platform for Enterprise AI and claim ~5% overhead versus 20–30% for pure crypto approaches.

AI-written summary · about

  1. 0:00Introduction
  2. 2:12Why confidential AI is essential
  3. 6:02Confidential computing foundation
  4. 8:10Agentic AI vulnerabilities
  5. 11:40What confidential computing is
  6. 15:50Intel’s confidential AI solutions
  7. 18:16Healthcare and autonomous driving spotlight
  8. 21:24Open Platform for Enterprise AI demo
  9. 22:29Live demo: memory dump risks
  10. 23:10Confidential deployment for memory
  11. 23:52Performance impact and trust
  12. 25:35Trust via attestation and compliance
  13. 27:41Industry collaboration and future
  14. 28:22Q&A
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