Europe's frontier AI dependence has become a strategic cost
Autonomy costs billions and years and Europe remains behind
Abundant talent stays unconverted without capital and compute

The European Union has about tw

Survey data show wide but shallow generative AI adoption
Chat logs misplace tasks and ignore abandoned or corrected answers
Future data collection should record what happened to results

Generative AI at work has already passe

Exposure alone rarely predicts real productivity or employment outcomes
Verification cost and demand elasticity decide where AI pays off
Entry-level learning task loss may cost more than it saves

At an American cu

Training existing staff outperforms hiring AI specialists tenfold
Error costs, not time saved, justify AI training investment
Entry-level jobs vanish first, threatening future expert pipelines

Just 2 percent of U.S.