Writing & Policy Analysis
Articles, policy briefs, essays, and institutional analysis translating AI developments into decision-useful insight.
Writing, convening, and advisory work on AI workforce transformation, education, governance, and institutional readiness.
Articles, policy briefs, essays, and institutional analysis translating AI developments into decision-useful insight.
Panels, roundtables, cross-country conversations, and moderated discussions designed to surface implementation signals from the field.
Strategic support for organizations moving from AI experimentation to governed, measurable, human-centred adoption.
External publication
World Economic Forum · 27 August 2026
A World Economic Forum article examining how China’s AI transition is moving from adoption toward durable productivity, with workflow redesign and workforce systems at the centre.

External publication
World Economic Forum analysis on moving from AI adoption toward durable productivity, workflow redesign, and workforce systems.
2026-08-27
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Writing
A compact framework for moving from scattered pilots to measurable, governed adoption with clear accountability.
2026-01-05
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Writing
Original commentary on field signals from five countries, translated into what education systems and funders should do next.
2026-01-18
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Writing
A short institutional checklist before widening deployment beyond early adopters.
2025-09-14
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AI in Education
What AI in Education Needs Next: Lessons from Youth Leaders Across Five CountriesField signals from five countries, translated into what education systems and funders should do next.
18 January 2026

AI Governance
From AI Pilots to Governed AdoptionWhy the next phase of AI work in institutions is operating-model design, not more experiments.
5 January 2026

Institutional Change
Merck's $1 Billion AI Move and the Real Shift From Pilot to ProductionA case-shaped note on what large capital commitments signal about production-grade AI adoption.
22 November 2025

AI Governance
Before Scaling AI, Build the Operating ModelA short institutional checklist before widening deployment beyond early adopters.
14 September 2025

AI Workforce Transformation
When AI Transformation Breaks Workforce TrustTrust is not a communications variable. It is an outcome of credible governance and fair process.
30 July 2025

AI Governance
Institutional readiness is the real AI policy questionMost AI policy debates skip the harder prerequisite: whether the institution doing the governing is ready to govern anything at all.
10 December 2024

AI in Education
Education is upstream of workforce policy. Treat it that way.The cleanest way to fail at AI workforce transition is to start at the workforce. The earlier intervention is educational.
3 August 2024