~/talk

Securely accelerating generative AI innovation

Talkat AWS re:Inforce 2024 · 2024-06-10..06-12· [security, ai-assisted-development]
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AWS lays out concrete controls and examples: identity and least‑privilege with IAM, Access Analyzer and Control Tower, a published Security Reference Architecture for Bedrock, and Bedrock/SageMaker guardrails plus FMEval for repeatable model testing. Customers report real scale — a 50‑billion‑parameter research model trained on 512 A100 GPUs over 53 days on SageMaker, and Bloomberg’s telemetry shows 300 billion market events per day and 200 million curated docs. Confidential compute uses Nitro Enclaves with KMS; model merging (open‑source merge kit) and Trainium benchmarks reduce cost and speed deployment. Incident response uses a Bedrock support system and a Mirai investigation model, with responders using ~10 prompts per event.

AI-written summary · about

  1. 0:00Introduction
  2. 0:13GenAI in Security
  3. 6:58Bloomberg's AI journey
  4. 21:02AWS AI security tools
  5. 30:10Security reference architecture
  6. 37:13RC's small language models
  7. 47:42Incident response automation
  8. 52:18AI incident response playbooks
  9. 57:22Future of AI and security
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