~/talk

GPU-less, Trust-less, Limit-less: Reimagining the Confidential AI Cloud

Talkat AI Engineer World's Fair 2025 · 2025-06-03..06-05· [security, web3]
slides:none on file

Claims concrete guarantees: hardware attestation from TEEs (Intel TDX, AMD SEV, Nvidia GPU TES) with on‑chain order reports, SPCTL tooling, and open-source certification; four demos show deploy-to-API marketplace, n8n healthcare workflows, distributed vLLM across four GPU nodes, and provable multi‑party training that produces attestations on BNB chain. Results include a 319% larger training set and 75% accuracy in marketing, a drop from weeks to 1–2 hours for FDA audits, and no provider lock‑in via GPUless, verifiable execution.

AI-written summary · about

  1. 0:00Confidential AI introduction
  2. 1:05Trusted execution environments
  3. 3:51Problems solved by confidential AI
  4. 8:08Super Protocol explained
  5. 12:45Realize case study in marketing
  6. 15:35BEAL case study in healthcare
  7. 17:43Super AI marketplace demo
  8. 21:40Secure AI workflows with N8N
  9. 26:21Distributed inference with VLLM
  10. 31:50Trustless cryptographic proof demo
  11. 33:14Multi-party model training demo
  12. 42:22Recap and call to action
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