- Essays··11 min read
Sunday Essay — The Delhi Convocation, and What Its Fifty Certificates Cannot Fix
India's mobile networks are mid-transition to AI-managed control loops; the public response has been fifty certificates after a one-month course. The arithmetic does not close — 380,000 operational workers need meaningful retraining by 2030, and cohort-based convocations are theatre for the annual report. What will actually work is paid, on-shift reskilling anchored to a live network problem, which is also the pattern that built India's field-engineering workforce in the first place.
india-telecomai-reskillingmobile-networksworkforceRead - 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.
gulf-workforceindustrial-aiskills-gapai-educationRead - Essays··9 min read
Mandates without mastery: the AI upskilling gap that vendor dashboards hide
Corporate AI mandates — Google tying usage to performance reviews, Meta tracking AI-assisted output, Microsoft declaring it non-optional — now outrun demonstrable capability. Eighty-two per cent of organisations provide AI training; 59% still report a skills gap. The deficit is not access — completion certificates measure the wrong thing, and firms are applying one-time training models to a skill that demands continuous, deliberate practice on realistic tasks.
ai-upskillingenterprise-aiworkforce-developmentskills-gapRead