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AI operations lab

Inference requests and APIs

Inspect bounded loopback requests, response envelopes, status codes, timeouts, retries, and streaming signals.

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01 Inference requests and APIs Check gateway health

Check gateway health through a bounded evidence-first AI operations workflow in the training lab.

Core 8 min · cat /opt/ai-lab/gateway/request.json, aiops traces show check-gateway-health, curl http://127.0.0.1:8080/health 02 Inference requests and APIs List served models

List served models through a bounded evidence-first AI operations workflow in the training lab.

Core 9 min · cat /opt/ai-lab/gateway/request.json, aiops traces summary list-served-models, curl http://127.0.0.1:8080/v1/models 03 Inference requests and APIs Read a request envelope

Read a request envelope through a bounded evidence-first AI operations workflow in the training lab.

Core 5 min · cat /opt/ai-lab/gateway/request.json, aiops traces latency read-a-request-envelope, curl http://127.0.0.1:8080/metrics 04 Inference requests and APIs Read a response envelope

Read a response envelope through a bounded evidence-first AI operations workflow in the training lab.

Core 6 min · cat /opt/ai-lab/gateway/request.json, aiops traces show read-a-response-envelope, curl http://127.0.0.1:8080/health 05 Inference requests and APIs Inspect token usage

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

Core 7 min · cat /opt/ai-lab/gateway/request.json, aiops traces summary inspect-token-usage, curl http://127.0.0.1:8080/v1/models 06 Inference requests and APIs Distinguish client and server errors

Distinguish client and server errors through a bounded evidence-first AI operations workflow in the training lab.

Core 8 min · cat /opt/ai-lab/gateway/request.json, aiops traces latency distinguish-client-and-server-errors, curl http://127.0.0.1:8080/metrics 07 Inference requests and APIs Reason about timeouts

Reason about timeouts through a bounded evidence-first AI operations workflow in the training lab.

Core Checkpoint 9 min · cat /opt/ai-lab/gateway/request.json, aiops traces show reason-about-timeouts, curl http://127.0.0.1:8080/health 08 Inference requests and APIs Review retry boundaries

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

Core Checkpoint 5 min · cat /opt/ai-lab/gateway/request.json, aiops traces summary review-retry-boundaries, curl http://127.0.0.1:8080/v1/models 09 Inference requests and APIs Inspect a request identifier

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

Core 6 min · cat /opt/ai-lab/gateway/request.json, aiops traces latency inspect-a-request-identifier, curl http://127.0.0.1:8080/metrics 10 Inference requests and APIs Follow a trace identifier

Follow a trace identifier through a bounded evidence-first AI operations workflow in the training lab.

Core 7 min · cat /opt/ai-lab/gateway/request.json, aiops traces show follow-a-trace-identifier, curl http://127.0.0.1:8080/health 11 Inference requests and APIs Compare batch and single requests

Compare batch and single requests through a bounded evidence-first AI operations workflow in the training lab.

Core 8 min · cat /opt/ai-lab/gateway/request.json, aiops traces summary compare-batch-and-single-requests, curl http://127.0.0.1:8080/v1/models 12 Inference requests and APIs Read a streaming event shape

Read a streaming event shape through a bounded evidence-first AI operations workflow in the training lab.

Core 9 min · cat /opt/ai-lab/gateway/request.json, aiops traces latency read-a-streaming-event-shape, curl http://127.0.0.1:8080/metrics 13 Inference requests and APIs Inspect rate-limit metadata

Inspect rate-limit metadata through a bounded evidence-first AI operations workflow in the training lab.

Core 5 min · cat /opt/ai-lab/gateway/request.json, aiops traces show inspect-rate-limit-metadata, curl http://127.0.0.1:8080/health 14 Inference requests and APIs Review idempotency guidance

Review idempotency guidance through a bounded evidence-first AI operations workflow in the training lab.

Core 6 min · cat /opt/ai-lab/gateway/request.json, aiops traces summary review-idempotency-guidance, curl http://127.0.0.1:8080/v1/models 15 Inference requests and APIs Build an API evidence bundle

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

Core 7 min · cat /opt/ai-lab/gateway/request.json, aiops traces latency build-an-api-evidence-bundle, curl http://127.0.0.1:8080/metrics 16 Inference requests and APIs Inference API checkpoint

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

Core Checkpoint 8 min · cat /opt/ai-lab/gateway/request.json, aiops traces show inference-api-checkpoint, curl http://127.0.0.1:8080/health
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.

curl

Read only fixed loopback training endpoints; external URLs and request bodies are blocked.