These articles come from lessons learned while building Eterna Clarity and the operating system I use to run it.
One of the most reassuring things an AI can do is show you where its answer came from. Search the web. Retrieve the document. Cite the source. Point to the record that supposedly supports the decision. That is a real improvement over asking a model to answer from memory and hoping it remembers correctly.
It also creates a failure mode I did not fully appreciate until Eterna produced one in front of me: the source can be real, trusted and authoritative, and the decision can still be wrong.
The simplest version is this. The AI had multiple candidates it could select. It chose one of them and cited authoritative evidence as support. The evidence really was authoritative. The problem was that it was authoritative about something else. The verifier knew the source was allowed to carry authority. It did not yet know whether that source actually supported the specific candidate the AI had selected. That is a very different problem from a fake citation.
A trustworthy source is not the same thing as relevant proof
