Development¶

Guides for developing and testing fAIr Models locally and on Kubernetes.

Choose your path

Switch modes with just local or just k8s (sticky, persists across sessions). All targets adapt automatically.

Local Kubernetes

just setup    # local ZenML orchestrator + file-based STAC
just example  # run full pipeline locally

See Getting Started for the full guide.

just k8s && just setup  # install k8s extras + check CLI tools
cd infra/dev && just up
just run-example-k8s

See Kubernetes Dev Stack for the full guide.