2026
Live demo
Runbook Relay
A deterministic incident-response control room where a human and an AI agent share evidence, approval state, and an audit log.
WebMCPhuman approvalagent controls
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Selected systems, learning labs, and open technical work with inspectable evidence.
Each project answers four questions: what problem it addresses, what I owned, what changed or was learned, and where the proof lives.
A deterministic incident-response control room where a human and an AI agent share evidence, approval state, and an audit log.
An inspectable Python reference for bounded tool use, provider switching, resilience, observability, and deterministic evaluation.