Adoption: convince through use, not through speeches

88 % of employees use AI. 32 % have genuinely integrated it into their work. The whole gap sits in what I call the work-gesture test: until AI changes one concrete, daily gesture, it stays a curiosity.

This cluster starts from that observation and works back to the causes. The wow effect of demos, which sells a capability that does not exist. The reflex to train when you should first unlearn — nobody works like it is 2005 any more, but training still does. And the question of problem before solution: if you cannot state the problem in one sentence without naming a technology, you have not found it.

Finally, human-AI co-intelligence: three principles for redesigning workflows — invert the flow, parallelise, shorten feedback loops — that move the question from “which tool” to “which organisation of work”.