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AI operations lab

Safety, privacy, and governance

Review guardrails, redaction, data boundaries, access, retention, model cards, and operational approvals.

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01 Safety, privacy, and governance Inspect guardrail policy

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

Advanced 9 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails check inspect-guardrail-policy, jq . /opt/ai-lab/governance/guardrails.json 02 Safety, privacy, and governance Review input redaction

Review input redaction through a bounded evidence-first AI operations workflow in the training lab.

Advanced 5 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails policy review-input-redaction, grep guardrails /opt/ai-lab/governance/guardrails.json 03 Safety, privacy, and governance Review output redaction

Review output redaction through a bounded evidence-first AI operations workflow in the training lab.

Advanced 6 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails audit review-output-redaction, jq . /opt/ai-lab/governance/guardrails.json 04 Safety, privacy, and governance Locate sensitive fields

Locate sensitive fields through a bounded evidence-first AI operations workflow in the training lab.

Advanced 7 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails check locate-sensitive-fields, grep guardrails /opt/ai-lab/governance/guardrails.json 05 Safety, privacy, and governance Check data retention

Check data retention through a bounded evidence-first AI operations workflow in the training lab.

Advanced 8 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails policy check-data-retention, jq . /opt/ai-lab/governance/guardrails.json 06 Safety, privacy, and governance Inspect access boundaries

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

Advanced 9 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails audit inspect-access-boundaries, grep guardrails /opt/ai-lab/governance/guardrails.json 07 Safety, privacy, and governance Read a model card

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

Advanced 5 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails check read-a-model-card, jq . /opt/ai-lab/governance/guardrails.json 08 Safety, privacy, and governance Review approved use

Review approved use through a bounded evidence-first AI operations workflow in the training lab.

Advanced Checkpoint 6 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails policy review-approved-use, grep guardrails /opt/ai-lab/governance/guardrails.json 09 Safety, privacy, and governance Inspect refusal evidence

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

Advanced 7 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails audit inspect-refusal-evidence, jq . /opt/ai-lab/governance/guardrails.json 10 Safety, privacy, and governance Review human escalation

Review human escalation through a bounded evidence-first AI operations workflow in the training lab.

Advanced 8 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails check review-human-escalation, grep guardrails /opt/ai-lab/governance/guardrails.json 11 Safety, privacy, and governance Check audit metadata

Check audit metadata through a bounded evidence-first AI operations workflow in the training lab.

Advanced Checkpoint 9 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails policy check-audit-metadata, jq . /opt/ai-lab/governance/guardrails.json 12 Safety, privacy, and governance Separate safety and quality

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

Advanced 5 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails audit separate-safety-and-quality, grep guardrails /opt/ai-lab/governance/guardrails.json 13 Safety, privacy, and governance Prepare a governance review

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

Advanced 6 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails check prepare-a-governance-review, jq . /opt/ai-lab/governance/guardrails.json 14 Safety, privacy, and governance Write a risk summary

Write a risk summary through a bounded evidence-first AI operations workflow in the training lab.

Advanced 7 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails policy write-a-risk-summary, grep guardrails /opt/ai-lab/governance/guardrails.json 15 Safety, privacy, and governance Safety and governance checkpoint

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

Advanced 8 min · cat /opt/ai-lab/governance/guardrails.json, aiops guardrails audit safety-and-governance-checkpoint, jq . /opt/ai-lab/governance/guardrails.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.