Interactive challenge

KServe vs Ray Serve Decision Lab

Choose the serving abstraction by ownership model, CRDs, graph complexity, autoscaling, and rollout needs.

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Difficulty

Medium

Duration

35 min

Persona

Platform architect

Tools

decision matrix, runtime inventory

Prerequisites

Serving architecture context

Active step 01

Choose the serving contract

running

Pick KServe, Ray Serve, direct vLLM, or another runtime based on ownership and graph complexity.

lab@k8sllm:llm-serving

Kubernetes context is loaded. Type commands directly or run the step sequence.