~/talk

Private Model as a Service: Zero-Trust Blueprint for Protecting AI Weights

Talkat Confidential Computing Summit 2026 · on Wednesday, 2026-06-24· at 16:00· Mint Ballroom· [security, machine-learning]
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Private Model as a Service presents a production-ready reference architecture that keeps model weights encrypted and decrypts them only inside hardware-rooted TEEs (Intel TDX, AMD SEV‑SNP) with GPU memory protection for NVIDIA H100/B200. It composes Confidential Containers, Kata runtime, KServe and vLLM, uses a Key Broker Service for remote attestation and key release, and handles network-restricted sites with a relay for network-restricted environments and a developer workflow unchanged two-line manifest while ops configures attestation policies and key registration.

AI-written summary · about

  1. 0:00Introduction
  2. 6:47Confidential computing stack
  3. 10:38Security personas
  4. 12:28Trust models
  5. 17:33Deployment flow
  6. 20:49Community and next steps
  7. 21:11Key takeaways
  8. 22:18Q&A
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