Lab

Synthetic demos for AI, reliability, and explainable operations.

The lab uses synthetic scenarios to examine how AI systems should reason, cite evidence, handle uncertainty, and support human review.

Trace how an answer connects a question to source material, related projects, and useful follow-up questions.

source-backed

Show the Observe → Recommend → Draft → Human Review → Publish quality loop without auto-publishing generated content.

human review required

Synthetic incident analysis

A production Kubernetes environment experienced a service outage following a node provisioning configuration change.

kubernetesekskarpentersreincident-management