Tutorials

Step-by-step, reproducible guides for shipping AI infrastructure.

August 12, 20267 min read

How to Choose a GPU for LLM Inference (2026 Guide)

A practical method for sizing GPUs for LLM inference: the VRAM math, which accelerator fits each model size, and how to compare on cost per million tokens.

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Tutorials

August 4, 202611 min read

The Hidden Cost of GPU Spot Instances: A Practical Guide to Preemption

Spot instances offer dramatic cost savings for GPU workloads, but the operational complexity can quickly offset the price advantage. Here's how to use spot instances effectively.

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