Mapping General-Purpose AI Governance in Twenty AI Middle-Power Jurisdictions

The most consequential decisions about GPAI development are being made by a small number of developers concentrated in a few countries, while the risks land globally. GPAI systems are general in their capabilities and consequential across many domains at once; several of their most significant risks (large-scale misuse, cross-border externalities, and the potential for loss of control over highly capable systems) sit upstream of any single sector or jurisdiction.

Middle powers have played significant individual roles in shaping international AI processes (the Bletchley, Seoul, and Paris AI Safety Summits; the Hiroshima Process; the Council of Europe Framework Convention; the International Network of AI Safety Institutes). Yet there is no citable structured comparative picture of what middle powers are actually doing in domestic GPAI governance that focuses on how their instruments compare, or where their approaches converge and diverge. Without that picture, it is difficult for any stakeholder – whether researchers, or decision-making actors within the jurisdictions themselves – to understand the existing landscape of GPAI governance. This research fills that descriptive gap.

Alumni

Meet the authors

(Research Team Lead)

Josephine Schwab

Josephine is a senior security researcher and policy writer specialising in multilateral advanced AI governance, middle-powers, AI red lines and arms control framework precedents, and cross-border incident coordination. As Research Team Lead on Arcadia Impact's AI Governance Taskforce, she leads a 20-jurisdiction comparative mapping of general-purpose AI governance in partnership with The Future Society, with findings taken to WAIC 2026. She brings a background in geopolitical security reporting, and climate diplomacy.

Nathan Naidoo

Ferrucio Barazzutti

Ferruccio Barazzutti is a Brussels-based policy professional working across EU institutions, international humanitarian organisations, and civil society.

As a Research Associate on Arcadia's AI Governance Taskforce, he studies how ‘middle powers’ can influence the governance of general-purpose AI.

His background spans EU grant lifecycle management, monitoring and evaluation framework design, and multi-stakeholder coordination on disinformation and digital policy. He is building a career at the intersection of institutional expertise and emerging AI policy.

Sheryn Lee

Sheryn Lee is a Fellow at the Australian Strategic Policy Institute and an Advisory Board Member of the China Strategic Risks Institute, now based in London.

She was previously founding COO at a Swedish tech startup, TBox (backed by Wallenberg Investments), and worked in Australia's Office of National Intelligence. Sheryn has also been an academic at the Swedish Defence University and Macquarie University, and held fellowships at the Swedish Institute for International Affairs, the Griffith Asia Institute, CSIS Pacific Forum, and IISS-Asia in Singapore.

She holds a PhD from the ANU, and speaks Japanese and Mandarin Chinese.

Alumni

Meet the authors

Josephine Schwab

(Research Team Lead)

Josephine is a senior security researcher and policy writer specialising in multilateral advanced AI governance, middle-powers, AI red lines and arms control framework precedents, and cross-border incident coordination. As Research Team Lead on Arcadia Impact's AI Governance Taskforce, she leads a 20-jurisdiction comparative mapping of general-purpose AI governance in partnership with The Future Society, with findings taken to WAIC 2026. She brings a background in geopolitical security reporting, and climate diplomacy.

Nathan Naidoo

Ferrucio Barazzutti

Ferruccio Barazzutti is a Brussels-based policy professional working across EU institutions, international humanitarian organisations, and civil society.

As a Research Associate on Arcadia's AI Governance Taskforce, he studies how ‘middle powers’ can influence the governance of general-purpose AI.

His background spans EU grant lifecycle management, monitoring and evaluation framework design, and multi-stakeholder coordination on disinformation and digital policy. He is building a career at the intersection of institutional expertise and emerging AI policy.

Sheryn Lee

Sheryn Lee is a Fellow at the Australian Strategic Policy Institute and an Advisory Board Member of the China Strategic Risks Institute, now based in London.

She was previously founding COO at a Swedish tech startup, TBox (backed by Wallenberg Investments), and worked in Australia's Office of National Intelligence. Sheryn has also been an academic at the Swedish Defence University and Macquarie University, and held fellowships at the Swedish Institute for International Affairs, the Griffith Asia Institute, CSIS Pacific Forum, and IISS-Asia in Singapore.

She holds a PhD from the ANU, and speaks Japanese and Mandarin Chinese.

Programme

AI Governance Taskforce

The AI Governance Taskforce is a career development programme for experienced professionals looking to transition careers into AI governance, focussed on reducing risks from advanced AI.
Participants work around existing commitments during our 12 week, remote, part-time cohorts, producing policy research in teams of 4, led by our Research Team Lead staff in partnership with recognised experts in the field. Teams write an academic-style paper and accompanying blog post to build knowledge, skills and work portfolios.