Thousands of inter‑agent interactions per hour expose a gap where policy violations surface only after damage. OpenTelemetry and Langfuse capture telemetry but treat governance as downstream analytics, not real‑time enforcement. GAAT stitches telemetry to automated policy enforcement, enabling real‑time corrective action in multi‑agent systems. Practitioners can deploy GAAT to preempt violations, reducing costly remediation.