The Bureaucratic Mirror: How AI Digital Twins Are Meant to Trim Bias Before Decisions Land

A decision-making digital twin is not a magic fix for administration, but a support layer that can make public choices more coherent, transparent, and explainable if the data, model, and oversight are disciplined enough.