AI implementations may fail not because of technology, but organizational design. AI amplifies dysfunction in unclear structures whilst reducing toil in aligned teams. Rich Allen reveals why Team Topologies provides the infrastructure of agency that determines whether AI amplifies effectiveness or chaos.