AI operations lab

Evaluations and datasets

Operate golden sets, evaluation runs, thresholds, regressions, slices, annotations, and release evidence.

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01 Evaluations and datasets Inspect a golden dataset

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

Core 8 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals run inspect-a-golden-dataset, jq . /opt/ai-lab/evals/golden-set.json
02 Evaluations and datasets Read evaluation cases

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

Core Checkpoint 9 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals results read-evaluation-cases, grep evals /opt/ai-lab/evals/golden-set.json
03 Evaluations and datasets Validate a dataset schema

Validate a dataset schema through a bounded evidence-first AI operations workflow in the training lab.

Core 5 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals compare validate-a-dataset-schema, jq . /opt/ai-lab/evals/golden-set.json
04 Evaluations and datasets Count evaluation records

Count evaluation records through a bounded evidence-first AI operations workflow in the training lab.

Core 6 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals run count-evaluation-records, grep evals /opt/ai-lab/evals/golden-set.json
05 Evaluations and datasets Run a baseline evaluation

Run a baseline evaluation through a bounded evidence-first AI operations workflow in the training lab.

Core 7 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals results run-a-baseline-evaluation, jq . /opt/ai-lab/evals/golden-set.json
06 Evaluations and datasets Read aggregate scores

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

Core 8 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals compare read-aggregate-scores, grep evals /opt/ai-lab/evals/golden-set.json
07 Evaluations and datasets Inspect failed cases

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

Core 9 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals run inspect-failed-cases, jq . /opt/ai-lab/evals/golden-set.json
08 Evaluations and datasets Compare evaluation runs

Compare evaluation runs through a bounded evidence-first AI operations workflow in the training lab.

Core 5 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals results compare-evaluation-runs, grep evals /opt/ai-lab/evals/golden-set.json
09 Evaluations and datasets Set a release threshold

Set a release threshold through a bounded evidence-first AI operations workflow in the training lab.

Core Checkpoint 6 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals compare set-a-release-threshold, jq . /opt/ai-lab/evals/golden-set.json
10 Evaluations and datasets Review metric tradeoffs

Review metric tradeoffs through a bounded evidence-first AI operations workflow in the training lab.

Core 7 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals run review-metric-tradeoffs, grep evals /opt/ai-lab/evals/golden-set.json
11 Evaluations and datasets Inspect a data slice

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

Core 8 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals results inspect-a-data-slice, jq . /opt/ai-lab/evals/golden-set.json
12 Evaluations and datasets Find annotation disagreement

Find annotation disagreement through a bounded evidence-first AI operations workflow in the training lab.

Core 9 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals compare find-annotation-disagreement, grep evals /opt/ai-lab/evals/golden-set.json
13 Evaluations and datasets Detect evaluation leakage

Detect evaluation leakage through a bounded evidence-first AI operations workflow in the training lab.

Admin 5 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals run detect-evaluation-leakage, jq . /opt/ai-lab/evals/golden-set.json
14 Evaluations and datasets Review dataset provenance

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

Admin 6 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals results review-dataset-provenance, grep evals /opt/ai-lab/evals/golden-set.json
15 Evaluations and datasets Build a regression report

Build a regression report through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals compare build-a-regression-report, jq . /opt/ai-lab/evals/golden-set.json
16 Evaluations and datasets Make a release recommendation

Make a release recommendation through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals run make-a-release-recommendation, grep evals /opt/ai-lab/evals/golden-set.json
17 Evaluations and datasets Archive evaluation evidence

Archive evaluation evidence through a bounded evidence-first AI operations workflow in the training lab.

Admin 9 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals results archive-evaluation-evidence, jq . /opt/ai-lab/evals/golden-set.json
18 Evaluations and datasets Evaluations checkpoint

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

Admin Checkpoint 5 min · cat /opt/ai-lab/evals/golden-set.json, aiops evals compare evaluations-checkpoint, grep evals /opt/ai-lab/evals/golden-set.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.