1OpenTelemetry Observability for BuildersAgent visibility starts in the code: builders must instrument agents so governance, audit, and security tools have facts to inspect.Operate at Scale 2The Graph API for Agent ManagementAt enterprise scale, agent governance must be scriptable: inventory broadly, inspect deeply, and onboard existing agents in bulk.Operate at Scale 3Governing Agents Without Slowing InnovationAgent governance does not have to begin with a giant program; start by seeing every agent and naming who is accountable for it.Operate at Scale 4Observability and Compliance at ScaleAgents move data at machine speed, so enterprises need observability that extends existing compliance controls instead of creating a parallel regime.Operate at Scale 5Any Agent, Any SourceA control plane earns the name only if it can discover and govern agents built elsewhere, including Vertex AI and Bedrock agents with no Microsoft code.Operate at Scale