Agentic Operating System Workflow Observed Success Metrics Telemetry to Capture Usage Review Quality Review Gate Review Agent Performance Review Skill Improvement Backlog Routing Changes Stop-Condition Changes Human Review Policy Continuous Improvement Loop Next-Run Checklist