Observe. Investigate. Understand.

A small service.
A clear signal.

A live Kubernetes workload for studying how an AI agent turns operational evidence into a diagnosis you can verify.

Checking service…

Waiting for an application response

Response time

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HTTP status

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Application version

3f9b928aa58a

A real workload, an intentional experiment.

This site exposes a live status API. Controlled incidents are introduced by an operator through Kubernetes. This page has no failure controls.

The capstone workflow connects monitoring, read-only MCP tools, runbook retrieval, and model reasoning. Recommendations require human approval.

Workload → Metrics → Alert → Evidence → Diagnosis