Agents3d ago
Closing the Loop on Agent Governance
Enterprise multi‑agent AI systems generate 10,000 interactions per hour, yet observability tools like OpenTelemetry and Langfuse only log dependencies without enforcing policy. Apple introduces Governance‑Aware Agent Telemetry (GAAT), a reference architecture that links telemetry collection to automated enforcement. The result is a closed‑loop system that stops violations before damage occurs. Practitioners can now embed policy checks directly into agent workflows.