- Essays··12 min read
Sunday Essay — Between the Certificate and the Roster: The Gulf's Telco Classrooms
Gulf states have issued millions of AI certificates, yet telco rosters are not moving at the same pace. This essay examines the gap between what Saudi Arabia's SAMAI, the UAE's AI Nation Afaaq, and Qatar's operator programmes report as training headcounts and what shows up in actual hiring specifications and retention figures — and argues that the certificate is a promise the operator has not yet agreed to keep.
ai-skillsgulf-telcosworkforce-transformationcertificationRead - Essays··7 min read
The seed-corn problem: cutting juniors is how you run out of seniors
Cut the juniors and you sever the line that manufactures judgement. The diamond is stable for about thirty-six months. Then the middle ages out, and there's nothing underneath it.
future-of-worktalent-pipelineai-adoptioncognitive-debtRead - Essays··8 min read
Europe's AI talent pipeline is leaking at both ends
Europe builds compute it must import and under-builds the people it already has. We are spending three orders of magnitude more on machines than on curriculum, and the talent keeps walking out the door.
ai-educationeuropeskills-shortageai-policyRead