~/talk

Preserving Data and AI/ML Model Privacy Using Confidential..

Talkat KubeDay India 2023 · on Friday, 2023-12-08· [security, machine-learning]
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Shows a working pipeline that runs a containerized LLM inside a VM-based trusted execution environment on Kubernetes using CNCF confidential-containers and a runtimeClass, with keys exchanged by a secure connect layer. An attestation + verifier service proves the workload image and TE state, and traffic to/from the pod is end-to-end encrypted so memory dumps yield garbage. Demo deploys a chatbot image on a confidential VM and verifies that encrypted requests and attestations flow correctly.

AI-written summary · about

  1. 0:00Introduction
  2. 1:03AI chatbot model theft
  3. 7:44Cloud trust risks
  4. 10:36What is confidential computing
  5. 14:09Trusted execution environments
  6. 16:39Trust model comparison
  7. 19:29Securing AI/ML workloads
  8. 23:01Encrypt AI with CNCF
  9. 24:04Confidential computing demo
  10. 26:30Role of attestation
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