The horizontal governance, observability, and incident-resolution layer that ties together agent and cross-cloud workloads with cost tracking and SIEM integration.

• Unified OpenTelemetry telemetry correlates Azure and AWS spans via W3C traceparent for enterprise-wide visibility.
• Tracks token consumption and cost by model and agent, with an append-only versioned policy registry and approver-role enforcement.
• AI-driven incident resolution with multi-agent voting and human-in-the-loop approvals, wired into Microsoft Sentinel analytics rules.