Title: Week 15 Resources
Course: AIINFRA 302: AI Security, Guardrails & Governance > Section: Week 15 — Autoscaling Economics, Spot Instances, and Build-vs-Buy

📚 Resources

- KEDA + Karpenter — two-layer GPU autoscaling: https://docs.aws.amazon.com/eks/latest/userguide/ml-inference-autoscaling-hpa-keda.html
- CNCF: GPU autoscaling on Kubernetes with KEDA (external scaler): https://www.cncf.io/blog/2026/05/27/gpu-autoscaling-on-kubernetes-with-keda-building-an-external-scaler/
- Build vs. buy LLM infrastructure decision framework (2026): https://tianpan.co/blog/2026-04-15-build-vs-buy-llm-infrastructure
- AWS EC2 Spot Instances (pricing + interruptions): https://aws.amazon.com/ec2/spot/
- AWS Pricing Calculator: https://calculator.aws/
- Kubernetes Horizontal Pod Autoscaler: https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/

Week 16 · Capstone Project & Course Review

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