Can AI Scientists Change Their Minds? Prior-Evidence Conflict in Synthetic Universes

What this work does

Creates matched familiar and altered synthetic worlds to test whether scientific agents follow new evidence when it conflicts with recognizable prior laws. Reported laws are checked both by execution and mechanism recovery.