The evidence of incomplete deployment is visible across every dimension of contemporary life. Educational institutions designed for the information age are training students in skills that AI commoditizes faster than students can acquire them. Labor market protections designed for the industrial employment relationship do not accommodate the AI-augmented work rapidly becoming the norm. Social insurance systems designed for cyclical layoffs cannot address the structural displacement of knowledge workers whose professional identities are being reconfigured. Governance frameworks designed for physical products and localized services cannot keep pace with a technology that evolves faster than legislative processes.
The consequences compound. The political coalitions that drove previous turning-point reforms — organized labor, reform movements, progressive political parties — were weakened during the ICT installation phase and further eroded by the 2008 crisis and its aftermath. The social movements that might have demanded deployment-phase institutions were atomized by the very digital technologies that should have been their infrastructure. The result is a society entering the AI turning point with weaker institutional capacity, weaker political coalitions, and weaker institutional imagination than any society has brought to a turning point since the early industrial era.
Edo Segal, in You On AI, arrived at a structurally equivalent observation from inside the revolution itself. His metaphor — the river of intelligence flowing faster than the structures built to direct it — captures the consequence of the deployment deficit. Perez's framework provides the historical scaffolding that explains why the dams are not adequate: because the previous revolution's turning point was never fully resolved, and the institutional infrastructure that should have been built in the 2010s was never constructed.
The diagnosis makes the current turning point more urgent than any previous one. Previous turning points inherited stronger institutional infrastructures from their predecessors. The AI turning point inherits the deficit of a failed deployment — and must construct, at compressed speed, institutions that should have been built decades earlier.
Perez began warning about the incomplete deployment of the ICT revolution in the years following the 2008 financial crisis, arguing that the crisis had failed to produce the institutional reckoning that should have transitioned the revolution from installation to deployment.
Deployment never arrived. The ICT revolution's turning point passed without producing the institutional innovations every golden age requires.
Gains concentrated. Platform companies and shareholders captured the revolution's benefits; broad distribution did not follow.
Political coalitions weakened. The constituencies that drove previous turning-point reforms were atomized during the ICT installation.
AI inherits the deficit. The current turning point begins with weaker institutional infrastructure than any previous one.
Compressed urgency. Institutions that should have been built over the 2010s must now be constructed at AI speed.
Whether the ICT deployment can still be completed — or whether it is permanently forestalled — is contested. Some argue that the AI turning point may produce the political conditions for the delayed deployment of the ICT revolution alongside whatever AI-specific institutions are needed. Others argue that the institutional deficit is now so deep that full deployment is no longer achievable under existing political systems.