AI operations lab

Cost, capacity, and reliability

Inspect token cost, capacity, concurrency, caching, fallback strategy, load signals, and reliability tradeoffs.

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01 Cost, capacity, and reliability Read token cost inputs

Read token cost inputs through a bounded evidence-first AI operations workflow in the training lab.

Advanced 9 min · cat /opt/ai-lab/cost/capacity.json, aiops cost estimate read-token-cost-inputs, jq . /opt/ai-lab/cost/capacity.json 02 Cost, capacity, and reliability Estimate request cost

Estimate request cost through a bounded evidence-first AI operations workflow in the training lab.

Advanced 5 min · cat /opt/ai-lab/cost/capacity.json, aiops cost capacity estimate-request-cost, grep cost /opt/ai-lab/cost/capacity.json 03 Cost, capacity, and reliability Compare model cost profiles

Compare model cost profiles through a bounded evidence-first AI operations workflow in the training lab.

Advanced 6 min · cat /opt/ai-lab/cost/capacity.json, aiops cost compare compare-model-cost-profiles, jq . /opt/ai-lab/cost/capacity.json 04 Cost, capacity, and reliability Inspect cache effectiveness

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

Advanced 7 min · cat /opt/ai-lab/cost/capacity.json, aiops cost estimate inspect-cache-effectiveness, grep cost /opt/ai-lab/cost/capacity.json 05 Cost, capacity, and reliability Read concurrency limits

Read concurrency limits through a bounded evidence-first AI operations workflow in the training lab.

Advanced 8 min · cat /opt/ai-lab/cost/capacity.json, aiops cost capacity read-concurrency-limits, jq . /opt/ai-lab/cost/capacity.json 06 Cost, capacity, and reliability Estimate capacity headroom

Estimate capacity headroom through a bounded evidence-first AI operations workflow in the training lab.

Advanced 9 min · cat /opt/ai-lab/cost/capacity.json, aiops cost compare estimate-capacity-headroom, grep cost /opt/ai-lab/cost/capacity.json 07 Cost, capacity, and reliability Inspect queue depth

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

Advanced Checkpoint 5 min · cat /opt/ai-lab/cost/capacity.json, aiops cost estimate inspect-queue-depth, jq . /opt/ai-lab/cost/capacity.json 08 Cost, capacity, and reliability Compare latency and cost

Compare latency and cost through a bounded evidence-first AI operations workflow in the training lab.

Advanced 6 min · cat /opt/ai-lab/cost/capacity.json, aiops cost capacity compare-latency-and-cost, grep cost /opt/ai-lab/cost/capacity.json 09 Cost, capacity, and reliability Review fallback routing

Review fallback routing through a bounded evidence-first AI operations workflow in the training lab.

Advanced 7 min · cat /opt/ai-lab/cost/capacity.json, aiops cost compare review-fallback-routing, jq . /opt/ai-lab/cost/capacity.json 10 Cost, capacity, and reliability Plan graceful degradation

Plan graceful degradation through a bounded evidence-first AI operations workflow in the training lab.

Advanced 8 min · cat /opt/ai-lab/cost/capacity.json, aiops cost estimate plan-graceful-degradation, grep cost /opt/ai-lab/cost/capacity.json 11 Cost, capacity, and reliability Read reliability targets

Read reliability targets through a bounded evidence-first AI operations workflow in the training lab.

Advanced 9 min · cat /opt/ai-lab/cost/capacity.json, aiops cost capacity read-reliability-targets, jq . /opt/ai-lab/cost/capacity.json 12 Cost, capacity, and reliability Prepare a capacity note

Prepare a capacity note through a bounded evidence-first AI operations workflow in the training lab.

Advanced 5 min · cat /opt/ai-lab/cost/capacity.json, aiops cost compare prepare-a-capacity-note, grep cost /opt/ai-lab/cost/capacity.json 13 Cost, capacity, and reliability Review cost anomalies

Review cost anomalies through a bounded evidence-first AI operations workflow in the training lab.

Advanced 6 min · cat /opt/ai-lab/cost/capacity.json, aiops cost estimate review-cost-anomalies, jq . /opt/ai-lab/cost/capacity.json 14 Cost, capacity, and reliability Cost and reliability checkpoint

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

Advanced Checkpoint 7 min · cat /opt/ai-lab/cost/capacity.json, aiops cost capacity cost-and-reliability-checkpoint, grep cost /opt/ai-lab/cost/capacity.json

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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.