Interactive challenge

RAG Retrieval Challenge

Operate ingestion, metadata filters, vector retrieval, answer evaluation, and failure drills for production RAG.

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Difficulty

Medium

Duration

60 min

Persona

MLOps engineer

Tools

kubectl, curl, vector database

Prerequisites

Kubernetes namespaceBasic retrieval pipeline

Active step 01

Prepare the platform boundary

running

Create or identify the namespace, labels, and ownership metadata that make the workload reviewable.

lab@k8sllm:llm-serving

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