~/talk

AI that is gold does not glitter - using intelligence in Modern Infra

Talkat DSC DACH 25 · 2025-10-14..10-16· [ai-assisted-development, observability]
links:none on file
slides:none on file

Claims concrete results: a deployed Polaris agent performs predictive autoscaling, anomaly detection, root‑cause research and self‑healing; a four‑level kbert model codifies sovereignty (native, control, trusted, disconnected) so teams map workloads to cost/risk tradeoffs. Examples: hybrid legacy/mainframe mixes, 25+ years of ops, 9.6 billion EUR scale, and a cited ~10% carbon reduction via workload shifts. Warnings: AI saves when traffic is spiky or complex but wastes money on static, low‑volume, deterministic or one‑time tasks.

AI-written summary · about

  1. 0:00AI in modern infrastructure
  2. 2:29AI’s rise and societal fear
  3. 7:04Modern infrastructure management
  4. 9:55ATOSS: Cloud and infrastructure
  5. 10:17Infrastructure stages: design, build, run
  6. 11:41Geopolitical and regulatory pressures 2025
  7. 13:26Sovereign infrastructure and zero-American software
  8. 15:13Kbert model for sovereignty levels
  9. 18:27AI managing infrastructure complexity
  10. 19:08AI for autoscaling and anomaly detection
  11. 20:56AI for cost and sustainability
  12. 21:59AI in capacity planning and compliance
  13. 23:01When AI is not the right solution for infrastructure
  14. 24:45AI’s impact on infrastructure future
  15. 25:50Shaolin master’s AI lesson
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