Research questionHow can robots generalize residents’ packing preferences to new arrangements without continuous expert teleoperation?Packing preferences depend on personal priorities that are not determined by object geometry alone. The robot must translate a resident’s correction into feasible actions and retain the preference when the surrounding arrangement changes, without requiring constant expert intervention.