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This week I spoke at a business breakfast in Dubai, to a room of construction and contracting executives. Good coffee, and the kind of audience that has heard “AI transformation” often enough to have developed antibodies. That word is most of the problem. Transformation is what we call a thing when nobody knows the first …

Continue reading "Corporate AI in 2026 : How to start and where to go?"

Summary: In oil & gas, most incidents trace back to human factors – and the classroom is a poor place to prepare for a real one. This is what we learned building VR HSE training around the IOGP Life-Saving Rules across more than 20 industrial simulation projects: what makes it work, the mistakes that make …

Continue reading "What we learned building VR HSE training for oil and gas"

Summary: The test of any training is not what people remember in the room. It is what they do on the job, under pressure. This is what actually transfers from VR training compared with the classroom – the evidence, an honest side-by-side, and where each approach still earns its place. Here is an uncomfortable fact …

Continue reading "VR training vs classroom: what actually transfers to the job"

Summary: Most VR training pilots do not fail on technology. They fail on the business case – the champion cannot justify the spend to management. This is how we scope a VR training pilot that proves ROI: the one task to pick, the pre-project survey to run, the metrics to fix up front, and the …

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Summary: Sovereign AI gets discussed in gigawatts. The question an architect actually faces is narrower: which of our data is legally required to stay in-country, and what does that force us to build? Here is the practical answer, including what the hardware really costs and how long it takes to arrive. The headline version of …

Continue reading "Sovereign AI in the GCC: what “in-country” actually requires"