TL;DR for operators In RINI: Seeing the Prior Is Not Enough1, a research proposal can be shown the paper that already establishes its claimed technical contribution, recognize that paper as relevant, and still claim the contribution as its own. Among 175 interpretable proposals exposed to such evidence, 137 recognized the prior-target relationship, but only 61 correctly assigned the established contribution to the prior. ...
Lab meeting. The principal investigator cuts the validation budget from $15,000 to $5,000. The postdoc has already discussed the original plan with an AI research co-pilot. The agent previously suggested a 10-marker flow cytometry panel, bulk RNA-seq validation, and immunofluorescence. Now the researcher returns and says: we need to prioritize. A useful co-pilot should not simply repeat the original protocol with a smaller price tag. It should remember the hypothesis, preserve the scientific goal, understand the new constraint, propose a cheaper validation path, and know which evidence can be deferred without making the proposal look scientifically flimsy. In other words, it must behave less like a brilliant autocomplete box and more like a collaborator with a working memory, a sense of context, and a modest respect for reality. A rare feature, apparently. ...