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AI operations lab

Retrieval and embeddings

Inspect document ingestion, chunks, embeddings, indexes, retrieval quality, freshness, and grounded evidence.

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01 Retrieval and embeddings Map the retrieval pipeline

Map the retrieval pipeline through a bounded evidence-first AI operations workflow in the training lab.

Admin 6 min · cat /opt/ai-lab/rag/index-status.json, aiops rag status map-the-retrieval-pipeline, jq . /opt/ai-lab/rag/index-status.json 02 Retrieval and embeddings Inspect source documents

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

Admin 7 min · cat /opt/ai-lab/rag/index-status.json, aiops rag retrieve inspect-source-documents, grep rag /opt/ai-lab/rag/index-status.json 03 Retrieval and embeddings Review chunk boundaries

Review chunk boundaries through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/rag/index-status.json, aiops rag inspect review-chunk-boundaries, jq . /opt/ai-lab/rag/index-status.json 04 Retrieval and embeddings Read embedding metadata

Read embedding metadata through a bounded evidence-first AI operations workflow in the training lab.

Admin 9 min · cat /opt/ai-lab/rag/index-status.json, aiops rag status read-embedding-metadata, grep rag /opt/ai-lab/rag/index-status.json 05 Retrieval and embeddings Inspect index status

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

Admin 5 min · cat /opt/ai-lab/rag/index-status.json, aiops rag retrieve inspect-index-status, jq . /opt/ai-lab/rag/index-status.json 06 Retrieval and embeddings Check index freshness

Check index freshness through a bounded evidence-first AI operations workflow in the training lab.

Admin 6 min · cat /opt/ai-lab/rag/index-status.json, aiops rag inspect check-index-freshness, grep rag /opt/ai-lab/rag/index-status.json 07 Retrieval and embeddings Review retrieval results

Review retrieval results through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/rag/index-status.json, aiops rag status review-retrieval-results, jq . /opt/ai-lab/rag/index-status.json 08 Retrieval and embeddings Compare similarity scores

Compare similarity scores through a bounded evidence-first AI operations workflow in the training lab.

Admin Checkpoint 8 min · cat /opt/ai-lab/rag/index-status.json, aiops rag retrieve compare-similarity-scores, grep rag /opt/ai-lab/rag/index-status.json 09 Retrieval and embeddings Spot a missing citation

Spot a missing citation through a bounded evidence-first AI operations workflow in the training lab.

Admin Checkpoint 9 min · cat /opt/ai-lab/rag/index-status.json, aiops rag inspect spot-a-missing-citation, jq . /opt/ai-lab/rag/index-status.json 10 Retrieval and embeddings Diagnose empty retrieval

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

Admin 5 min · cat /opt/ai-lab/rag/index-status.json, aiops rag status diagnose-empty-retrieval, grep rag /opt/ai-lab/rag/index-status.json 11 Retrieval and embeddings Inspect duplicate chunks

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

Admin 6 min · cat /opt/ai-lab/rag/index-status.json, aiops rag retrieve inspect-duplicate-chunks, jq . /opt/ai-lab/rag/index-status.json 12 Retrieval and embeddings Review metadata filters

Review metadata filters through a bounded evidence-first AI operations workflow in the training lab.

Admin 7 min · cat /opt/ai-lab/rag/index-status.json, aiops rag inspect review-metadata-filters, grep rag /opt/ai-lab/rag/index-status.json 13 Retrieval and embeddings Compare retrieval configurations

Compare retrieval configurations through a bounded evidence-first AI operations workflow in the training lab.

Admin 8 min · cat /opt/ai-lab/rag/index-status.json, aiops rag status compare-retrieval-configurations, jq . /opt/ai-lab/rag/index-status.json 14 Retrieval and embeddings Prepare an index rebuild plan

Prepare an index rebuild plan through a bounded evidence-first AI operations workflow in the training lab.

Admin 9 min · cat /opt/ai-lab/rag/index-status.json, aiops rag retrieve prepare-an-index-rebuild-plan, grep rag /opt/ai-lab/rag/index-status.json 15 Retrieval and embeddings Build retrieval evidence

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

Admin 5 min · cat /opt/ai-lab/rag/index-status.json, aiops rag inspect build-retrieval-evidence, jq . /opt/ai-lab/rag/index-status.json 16 Retrieval and embeddings Retrieval checkpoint

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

Admin Checkpoint 6 min · cat /opt/ai-lab/rag/index-status.json, aiops rag status retrieval-checkpoint, grep rag /opt/ai-lab/rag/index-status.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.