Playbooks

Opinionated guides from production engagements.

Reference architectures, checklists, and audit templates we've developed across years of building production AI infrastructure. Use them, fork them, or hire us to help.

Reference

GPU Kubernetes Reference Architecture

How we structure GPU node pools, scheduling, and observability for production ML workloads on EKS and AKS.
MLOps stack: zero to canary in 6 weeks

An opinionated, six-week plan to take a model from notebook to canary-rollout production on Kubernetes.

Security

Zero Trust Kubernetes: a 2026 checklist

Practical hardening checklist for production Kubernetes — admission policies, identity, network, and supply chain.

Playbooks

GPU FinOps Audit: scope, deliverables, and the spreadsheet

Exactly what we look at in a two-week GPU FinOps audit, what we deliver, and the categories we use to attribute spend.