Frontier LabsResearch provenance, stale results, reproducibility, external-model output, and the boundary between experimentation and consequential use.
EnterpriseDelegated AI actions, stale approvals, organizational authority, accountability, and reconstructing consequential decisions.
DevelopersModel integration, provenance, governed agent workflows, stale authorization replay, and consequence-time permission checks.
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