Autonomic Distributed Systems Governance Bulletin. 2021Large distributed systems are now operated through layers of schedulers, container controllers, service meshes, monitoring pipelines, and human runbooks. These mechanisms improve scale, but they also create governance problems: local controllers can fight one another, remediation rules may violate service-level or compliance constraints, and operators often lack a compact record of why a system changed. This paper presents Policy-Bounded A