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AI operations lab

Serving, containers, and resources

Inspect services, containers, Kubernetes resources, GPU signals, health, configuration, and rollout readiness.

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01 Serving, containers, and resources Inspect the serving service

Inspect the serving service through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models list, docker ps 02 Serving, containers, and resources Read gateway logs

Read gateway logs through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models inspect read-gateway-logs, docker inspect ai-gateway 03 Serving, containers, and resources List training containers

List training containers through a bounded evidence-first AI operations workflow in the training lab.

Admin 9 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models compare list-training-containers, docker logs ai-gateway 04 Serving, containers, and resources Inspect a container

Inspect a container through a bounded evidence-first AI operations workflow in the training lab.

Admin 5 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models list, docker stats 05 Serving, containers, and resources Read container resource use

Read container resource use through a bounded evidence-first AI operations workflow in the training lab.

Admin 6 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models inspect read-container-resource-use, docker compose config 06 Serving, containers, and resources Validate compose configuration

Validate compose configuration through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models compare validate-compose-configuration, kubectl get pods 07 Serving, containers, and resources List Kubernetes workloads

List Kubernetes workloads through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models list, kubectl describe pod ai-gateway-7d9 08 Serving, containers, and resources Describe a serving pod

Describe a serving pod through a bounded evidence-first AI operations workflow in the training lab.

Admin 9 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models inspect describe-a-serving-pod, kubectl logs ai-gateway-7d9 09 Serving, containers, and resources Read pod logs

Read pod logs through a bounded evidence-first AI operations workflow in the training lab.

Admin Checkpoint 5 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models compare read-pod-logs, kubectl top pods 10 Serving, containers, and resources Inspect pod resources

Inspect pod resources through a bounded evidence-first AI operations workflow in the training lab.

Admin 6 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models list, kubectl diff -f /opt/ai-lab/deploy/ai-gateway.yaml 11 Serving, containers, and resources Review a deployment diff

Review a deployment diff through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models inspect review-a-deployment-diff, nvidia-smi 12 Serving, containers, and resources Inspect GPU availability

Inspect GPU availability through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models compare inspect-gpu-availability, systemctl status ai-gateway 13 Serving, containers, and resources Match model memory to GPU

Match model memory to GPU through a bounded evidence-first AI operations workflow in the training lab.

Admin 9 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models list, journalctl -u ai-gateway -n 3 14 Serving, containers, and resources Read readiness evidence

Read readiness evidence through a bounded evidence-first AI operations workflow in the training lab.

Admin 5 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models inspect read-readiness-evidence, ss -tulpn 15 Serving, containers, and resources Inspect service dependencies

Inspect service dependencies through a bounded evidence-first AI operations workflow in the training lab.

Admin 6 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models compare inspect-service-dependencies, free -h 16 Serving, containers, and resources Prepare a rollout review

Prepare a rollout review through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models list, top 17 Serving, containers, and resources Serving and resources checkpoint

Serving and resources checkpoint through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/deploy/ai-gateway.yaml, aiops models inspect serving-and-resources-checkpoint, nvidia-smi --query-gpu=name,memory.used,memory.total --format=csv,noheader
Command coverage

Commands you will practice here.

aiops models

Inspect the simulated model catalog, manifests, and version comparisons.

aiops prompts

Review versioned prompt metadata and deterministic prompt diffs.

aiops evals

Run and inspect bounded evaluation fixtures without model execution.

aiops rag

Inspect retrieval documents, chunks, index status, and reviewed results.

aiops traces

Read deterministic request traces, summaries, and latency evidence.

aiops guardrails

Review simulated guardrail policies, checks, and audit summaries.

aiops cost

Estimate cost and capacity from fixed training metrics.

aiops incidents

Review incident timelines, evidence bundles, and operator notes.

docker

Inspect fixed container, log, stats, and compose fixtures; execution and pulls are blocked.

kubectl

Inspect or dry-run fixed Kubernetes fixtures; cluster mutations are blocked.

nvidia-smi

Read fixed accelerator and memory signals for capacity practice.

systemctl

Inspect the simulated AI gateway and supporting service state.

journalctl

Read bounded simulated AI service logs.

ss

Inspect the simulated loopback gateway listener.