Eight years of architectural shifts show a move toward extreme efficiency and scale. Discussions center on the transition from the original Attention Is All You Need paper to modern sparse mixtures. This convergence suggests we have reached a plateau in basic structural innovation. Practitioners should now focus on data quality over architectural tweaks.