AI operations lab

Models, artifacts, and runtimes

Inspect model manifests, versions, artifacts, runtime compatibility, accelerators, and rollout evidence.

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01 Models, artifacts, and runtimes List model inventory

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

Beginner 7 min · cat /opt/ai-lab/models/catalog.json, aiops models list, jq . /opt/ai-lab/models/catalog.json
02 Models, artifacts, and runtimes Read a model manifest

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

Beginner 8 min · cat /opt/ai-lab/models/catalog.json, aiops models inspect read-a-model-manifest, jq .models /opt/ai-lab/models/catalog.json
03 Models, artifacts, and runtimes Compare model versions

Compare model versions through a bounded evidence-first AI operations workflow in the training lab.

Beginner 9 min · cat /opt/ai-lab/models/catalog.json, aiops models compare compare-model-versions, nvidia-smi
04 Models, artifacts, and runtimes Inspect artifact metadata

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

Beginner 5 min · cat /opt/ai-lab/models/catalog.json, aiops models list, jq . /opt/ai-lab/models/catalog.json
05 Models, artifacts, and runtimes Verify an artifact checksum

Verify an artifact checksum through a bounded evidence-first AI operations workflow in the training lab.

Beginner 6 min · cat /opt/ai-lab/models/catalog.json, aiops models inspect verify-an-artifact-checksum, jq .models /opt/ai-lab/models/catalog.json
06 Models, artifacts, and runtimes Match model and runtime

Match model and runtime through a bounded evidence-first AI operations workflow in the training lab.

Beginner 7 min · cat /opt/ai-lab/models/catalog.json, aiops models compare match-model-and-runtime, nvidia-smi
07 Models, artifacts, and runtimes Read context limits

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

Beginner 8 min · cat /opt/ai-lab/models/catalog.json, aiops models list, jq . /opt/ai-lab/models/catalog.json
08 Models, artifacts, and runtimes Inspect tokenizer metadata

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

Beginner Checkpoint 9 min · cat /opt/ai-lab/models/catalog.json, aiops models inspect inspect-tokenizer-metadata, jq .models /opt/ai-lab/models/catalog.json
09 Models, artifacts, and runtimes Compare quantization profiles

Compare quantization profiles through a bounded evidence-first AI operations workflow in the training lab.

Core 5 min · cat /opt/ai-lab/models/catalog.json, aiops models compare compare-quantization-profiles, nvidia-smi
10 Models, artifacts, and runtimes Read memory requirements

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

Core 6 min · cat /opt/ai-lab/models/catalog.json, aiops models list, jq . /opt/ai-lab/models/catalog.json
11 Models, artifacts, and runtimes Inspect accelerator availability

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

Core 7 min · cat /opt/ai-lab/models/catalog.json, aiops models inspect inspect-accelerator-availability, jq .models /opt/ai-lab/models/catalog.json
12 Models, artifacts, and runtimes Spot a runtime mismatch

Spot a runtime mismatch through a bounded evidence-first AI operations workflow in the training lab.

Core 8 min · cat /opt/ai-lab/models/catalog.json, aiops models compare spot-a-runtime-mismatch, nvidia-smi
13 Models, artifacts, and runtimes Choose a rollback artifact

Choose a rollback artifact through a bounded evidence-first AI operations workflow in the training lab.

Core 9 min · cat /opt/ai-lab/models/catalog.json, aiops models list, jq . /opt/ai-lab/models/catalog.json
14 Models, artifacts, and runtimes Review model provenance

Review model provenance through a bounded evidence-first AI operations workflow in the training lab.

Core 5 min · cat /opt/ai-lab/models/catalog.json, aiops models inspect review-model-provenance, jq .models /opt/ai-lab/models/catalog.json
15 Models, artifacts, and runtimes Build a model baseline

Build a model baseline through a bounded evidence-first AI operations workflow in the training lab.

Core 6 min · cat /opt/ai-lab/models/catalog.json, aiops models compare build-a-model-baseline, nvidia-smi
16 Models, artifacts, and runtimes Models and runtimes checkpoint

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

Core Checkpoint 7 min · cat /opt/ai-lab/models/catalog.json, aiops models list, jq . /opt/ai-lab/models/catalog.json
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.

jq

Query JSON fixtures with a small declarative path subset; no expression execution occurs.

nvidia-smi

Read fixed accelerator and memory signals for capacity practice.