- Essays··7 min read
The Gulf's Industrial AI Curriculum Is Missing Its Middle Rung
Across the Gulf's flagship industrial operators, public commitments to AI reskilling have assembled a recognisable two-track system: research master's programmes at KAUST and MBZUAI at the top, SDAIA and ADNOC bootcamps at the bottom. The middle rung — the plant-embedded practitioner who can translate an anomaly-detection alert into a shutdown call at a DCS console at 3am — is nowhere in the publicly disclosed plan documents.
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The Cleanest Air in India Costs the Most Electricity
India's largest generic pharmaceutical manufacturers now procure seventy to eighty-five per cent of their electricity from renewables — a figure that flatters the underlying problem. Pharmaceutical cleanrooms account for fifty to eighty per cent of a sterile plant's total energy and run continuously at setpoints regulators inspect without warning; changing the grid mix does not move the meter. Model predictive control of chilled-water loops is where a ten-to-twenty per cent reduction is now measurable.
pharmaceutical-manufacturingrenewable-energyhvacindiaRead - Essays··8 min read
Sixty Picks an Hour, and the 88 Percent That Never Graduate
Siemens' Erlangen humanoid moved sixty totes an hour at better than 90% accuracy — and 88% of enterprise AI pilots never reach production. The marquee deployments are three dozen Tier-1 buyers reading from one address book; everyone else is watching pilots die in the gap between a vendor demo and a system that still runs on a Tuesday in August.
ai-in-manufacturinghumanoid-robotspilot-to-productionindustrial-aiRead - Essays··8 min read
What's Actually on the Floor in Erlangen, Leipzig, and Spartanburg
Three press releases in three months told the industrial-AI story more clearly than any analyst report. Erlangen, Leipzig, and Spartanburg have settled whether the systems function. Watch the dock, not the demo.
industrial-aihumanoid-robotsdigital-twinopc-uaRead - Essays··7 min read
Hannover Messe 2026 delivered an industrial AI arms race — here's what actually matters
The fork between copilot and agent is the right framing for the next two years of industrial AI. The technology is real — the governance architecture to match it is not yet built.
industrial-aiagentic-manufacturingdata-governancehannover-messe-2026Read - Essays··8 min read
Erlangen, Spartanburg, and the Quiet Half of Industrial AI
The cognitive layer of industrial AI — copilots, agentic optimisation, the operating-system metaphor — is real and mostly in pilot. The physical layer — vision, manipulation, motion — is the part actually booking cycle time on the factory floor. That asymmetry is the story.
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