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AI operations lab

AI systems foundations

Understand models, requests, components, failure boundaries, and the operator's evidence-first role.

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01 AI systems foundations Map an AI application

Map an AI application through a bounded evidence-first AI operations workflow in the training lab.

Beginner 5 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models list, head -n 3 /opt/ai-lab/foundations/system-map.txt 02 AI systems foundations Separate model and application

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

Beginner 6 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models inspect separate-model-and-application, grep models /opt/ai-lab/foundations/system-map.txt 03 AI systems foundations Trace a request lifecycle

Trace a request lifecycle through a bounded evidence-first AI operations workflow in the training lab.

Beginner 7 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models compare trace-a-request-lifecycle, head -n 3 /opt/ai-lab/foundations/system-map.txt 04 AI systems foundations Name the serving boundary

Name the serving boundary through a bounded evidence-first AI operations workflow in the training lab.

Beginner 8 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models list, grep models /opt/ai-lab/foundations/system-map.txt 05 AI systems foundations Read an inference contract

Read an inference contract through a bounded evidence-first AI operations workflow in the training lab.

Beginner 9 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models inspect read-an-inference-contract, head -n 3 /opt/ai-lab/foundations/system-map.txt 06 AI systems foundations Distinguish training and inference

Distinguish training and inference through a bounded evidence-first AI operations workflow in the training lab.

Beginner 5 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models compare distinguish-training-and-inference, grep models /opt/ai-lab/foundations/system-map.txt 07 AI systems foundations Identify deterministic components

Identify deterministic components through a bounded evidence-first AI operations workflow in the training lab.

Beginner 6 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models list, head -n 3 /opt/ai-lab/foundations/system-map.txt 08 AI systems foundations Recognize probabilistic output

Recognize probabilistic output through a bounded evidence-first AI operations workflow in the training lab.

Beginner Checkpoint 7 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models inspect recognize-probabilistic-output, grep models /opt/ai-lab/foundations/system-map.txt 09 AI systems foundations Separate data and instructions

Separate data and instructions through a bounded evidence-first AI operations workflow in the training lab.

Beginner 8 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models compare separate-data-and-instructions, head -n 3 /opt/ai-lab/foundations/system-map.txt 10 AI systems foundations Locate an operational failure

Locate an operational failure through a bounded evidence-first AI operations workflow in the training lab.

Beginner 9 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models list, grep models /opt/ai-lab/foundations/system-map.txt 11 AI systems foundations Read a system dependency map

Read a system dependency map through a bounded evidence-first AI operations workflow in the training lab.

Beginner 5 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models inspect read-a-system-dependency-map, head -n 3 /opt/ai-lab/foundations/system-map.txt 12 AI systems foundations Define an operator signal

Define an operator signal through a bounded evidence-first AI operations workflow in the training lab.

Beginner 6 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models compare define-an-operator-signal, grep models /opt/ai-lab/foundations/system-map.txt 13 AI systems foundations Use evidence before action

Use evidence before action through a bounded evidence-first AI operations workflow in the training lab.

Beginner 7 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models list, head -n 3 /opt/ai-lab/foundations/system-map.txt 14 AI systems foundations Write a system baseline

Write a system baseline through a bounded evidence-first AI operations workflow in the training lab.

Beginner 8 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models inspect write-a-system-baseline, grep models /opt/ai-lab/foundations/system-map.txt 15 AI systems foundations Foundations review checkpoint

Foundations review checkpoint through a bounded evidence-first AI operations workflow in the training lab.

Beginner 9 min · cat /opt/ai-lab/foundations/system-map.txt, aiops models compare foundations-review-checkpoint, head -n 3 /opt/ai-lab/foundations/system-map.txt
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.