Gpu

As AI workloads become central to business operations, managing the infrastructure that powers them requires the same rigor we apply to traditional applications. Infrastructure as Code (IaC) isn’t just nice-to-have for AI—it’s essential for cost control, reproducibility, and scaling. The AI Infrastructure Challenge AI workloads have unique requirements that traditional IaC patterns don’t always address: GPU instances that cost $3-10/hour and need careful lifecycle management Model artifacts that can be gigabytes in size and need versioning Auto-scaling that must consider both compute load and model warming time Spot instance strategies to reduce costs by 60-90% Let’s build a Terraform + Ansible solution that handles these challenges. ...