AI operations lab

Incident response and capstones

Combine system, model, retrieval, serving, safety, cost, and evidence habits in operator-style incidents.

Track progress 0/180 lessons 0/18 missions 0/11 briefings 12 courses
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01 Incident response and capstones Triage elevated latency

Triage elevated latency through a bounded evidence-first AI operations workflow in the training lab.

Capstone 8 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents review triage-elevated-latency, head -n 3 /opt/ai-lab/incidents/runbook.md
02 Incident response and capstones Investigate inference errors

Investigate inference errors through a bounded evidence-first AI operations workflow in the training lab.

Capstone 9 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents timeline investigate-inference-errors, grep incidents /opt/ai-lab/incidents/runbook.md
03 Incident response and capstones Diagnose retrieval regression

Diagnose retrieval regression through a bounded evidence-first AI operations workflow in the training lab.

Capstone 5 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents evidence diagnose-retrieval-regression, head -n 3 /opt/ai-lab/incidents/runbook.md
04 Incident response and capstones Review a prompt rollout incident

Review a prompt rollout incident through a bounded evidence-first AI operations workflow in the training lab.

Capstone 6 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents review review-a-prompt-rollout-incident, grep incidents /opt/ai-lab/incidents/runbook.md
05 Incident response and capstones Investigate GPU pressure

Investigate GPU pressure through a bounded evidence-first AI operations workflow in the training lab.

Capstone 7 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents timeline investigate-gpu-pressure, head -n 3 /opt/ai-lab/incidents/runbook.md
06 Incident response and capstones Trace a cost spike

Trace a cost spike through a bounded evidence-first AI operations workflow in the training lab.

Capstone Checkpoint 8 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents evidence trace-a-cost-spike, grep incidents /opt/ai-lab/incidents/runbook.md
07 Incident response and capstones Review a guardrail regression

Review a guardrail regression through a bounded evidence-first AI operations workflow in the training lab.

Capstone Checkpoint 9 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents review review-a-guardrail-regression, head -n 3 /opt/ai-lab/incidents/runbook.md
08 Incident response and capstones Handle a stale index

Handle a stale index through a bounded evidence-first AI operations workflow in the training lab.

Capstone 5 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents timeline handle-a-stale-index, grep incidents /opt/ai-lab/incidents/runbook.md
09 Incident response and capstones Prepare a model rollback

Prepare a model rollback through a bounded evidence-first AI operations workflow in the training lab.

Capstone 6 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents evidence prepare-a-model-rollback, head -n 3 /opt/ai-lab/incidents/runbook.md
10 Incident response and capstones Build a complete evidence bundle

Build a complete evidence bundle through a bounded evidence-first AI operations workflow in the training lab.

Capstone 7 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents review build-a-complete-evidence-bundle, grep incidents /opt/ai-lab/incidents/runbook.md
11 Incident response and capstones Write an incident review

Write an incident review through a bounded evidence-first AI operations workflow in the training lab.

Capstone 8 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents timeline write-an-incident-review, head -n 3 /opt/ai-lab/incidents/runbook.md
12 Incident response and capstones AI operations final capstone

AI operations final capstone through a bounded evidence-first AI operations workflow in the training lab.

Capstone Checkpoint 9 min · cat /opt/ai-lab/incidents/runbook.md, aiops incidents evidence ai-operations-final-capstone, grep incidents /opt/ai-lab/incidents/runbook.md
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.