What this future looks like
AI stops being merely an impressive technology and becomes a general source of cheaper, better production. The important shift is not productivity inside a handful of firms. It is diffusion: lower costs, faster innovation, better services, more output, and enough competition or redistribution that ordinary people experience the gains.
Abundance does not require every job to disappear. It can arrive through augmentation, automation, or both. The test is whether gains escape the balance sheets of frontier firms and show up in housing, health, education, energy, software, science, wages, public services, or time.
The difficult part is distribution. Technical capability is necessary but not sufficient. Organizations have to translate it into real output, physical bottlenecks have to yield, and institutions have to keep the benefits from remaining narrowly concentrated.
