CONCEPT
The Adaptation Gap
Juma's name for the distance between what an institutional environment provides and what a technological transition requires — widening dramatically when innovation accelerates while governance remains procedural.
The adaptation gap is the structural mismatch between the speed of technological change and the speed of institutional response. In every innovation transition Juma documented, the institutions arrived after the damage was done — not because of any particular political failure but because the rate at which institutions can be built is structurally slower than the rate at which innovation produces the need for them. The gap is not merely a deficit of resources. It is a deficit of understanding: the institutions that govern the transition lack the conceptual vocabulary to name the phenomena they need to address, and without the vocabulary, the phenomena remain invisible to policy. The AI transition is producing the widest adaptation gap in recorded history, because the technology's timeline has collapsed to months while institutional timelines remain years to decades.
In The You On AI Field Guide
The gap operates through multiple mechanisms simultaneously. Educational systems require years to redesign curricula, certify teachers, and graduate cohorts of students prepared for