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Discussion centers on concrete guardrails and failures: agents delete production databases and scale clusters to zero, one incident 20 minutes to break, 1 day to fix; customers report automation resolving 500,000 issues previously impossible by hand. Policy-as-code, attribute-then-role AuthZ, agent-specific certificates, type-checked infrastructure code, petabytes of config telemetry, K-means clustering and planned fine-tuning are used. Validation uses adversarial agents that try to bypass protections, while balancing safety signals against friction to realize claimed ROI.

AI-written summary · about

  1. 0:00Introduction
  2. 0:22Guardrails in Palumi
  3. 1:25Role vs attribute access control
  4. 3:11Cloud vs first-party placement
  5. 4:56ROI trade-offs for AI infra
  6. 6:20Guardrails vs product velocity
  7. 7:23Incident response after AI errors
  8. 8:27Why agents improve infra code
  9. 9:50Fine-tuning agents for clouds
  10. 11:13Infrastructure mistakes
  11. 12:14Trusting agents over humans
  12. 12:35Developer visibility across clouds
  13. 14:20Agent-to-agent debugging
  14. 15:23Risk of faulty agent instructions
  15. 16:45Agents verifying cloud data
  16. 18:11Measuring guardrail effectiveness
  17. 18:52Closing remarks
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