A 4-hour, hands-on workshop where you use one realistic streaming repo to go from requirements to a playable output, then validate it, break it with adversarial tests, and triage issues using logs and telemetry. You will leave with a repeatable, local-first workflow-governance gates, validation checklists, and “golden” fallback artifacts – so AI accelerates delivery without compromising reliability.