Method: virtual co-authors and virtual evaluation

How a first draft was tested before anyone was asked to carry it

Healthy Prosperity for Africa · October 2026

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Transparency first: The co-authors and reviewers described on this page are simulated perspectives, generated with AI systems. They are not real people, they do not speak for anyone, and they have endorsed nothing. They were used to test the draft against the objections it is likely to meet. Real voices are invited to take their place (see the end of this page).

Why this method

A new idea faces a dilemma. Presented alone, it remains one person’s view. Handed to a formal group too early, it is negotiated down to the lowest common denominator before it has been understood. This draft takes a third route. It is written from experience and with a clear position. Before publication, it was exposed systematically to the perspectives that would challenge it.

AI systems make it possible to model such perspectives quickly and in many variations: typical arguments, interests, sensitivities and blind spots of defined roles. This cannot replace consultation. It can make a first draft much more robust before it reaches real people.

Three steps

1 · Draft from experience

The starting point is thirty years of practice in Africa and Europe and the Relational Systems Framework as analytical lens. → RSF

2 · Virtual evaluation

In three rounds, six virtual review panels examined earlier versions:

PanelPerspective
Political spectrumleft to right, nationalist to pan-African, African and European
Interdisciplinary expertspsychology, political science, peace research, economics, governance
Track I–IIIgovernments and diplomacy; civil society and religious leaders; communities
Voices of naturewater, land, forests, animals, the next generation
Affected peoplesurvivors, displaced people, relatives, former fighters
Business and financeinvestors, entrepreneurs, development banks

A further version was then cross-checked by a different AI system, from five roles and in general terms. Its core finding was that the problem was not the basic idea but its overextension: less new content was needed, and more resistance.

Numerical scores were initially used and then deliberately dropped. They suggested a precision that modelled judgements do not have. The feedback is used qualitatively.

3 · Virtual co-authors

For the public draft, a panel of eight virtual co-authors was formed. Each represents a role, not a person. Each was asked three things: What would you carry? What do you reject? What must change? The draft was revised wherever an objection held.

RoleWould carryMain objectionWhat changed
Young entrepreneur, Dakarapprenticeships, fair work, youth budgets“Healing” makes us sound like patients; we are shapersyouth protest read as civic agency; focus on trust and legitimacy
Elder and customary mediator, Somali regionrepair embedded in traditionoutsiders tend to codify and instrumentalise customary lawtradition and religion as partners, never as tools; social embeddedness as a test condition
Development economist, Dar es Salaammeasurable pilot, link to livelihoodsevidence at state level is thin; costs are uncleara testable hypothesis; comparison with existing approaches; criteria for disproof fixed in advance
Women’s peace platform, conflict-affected regionsurvivor participationno reconciliation without material repair; nobody may be pushed to forgivematerial repair in every pilot; nothing about us without us; no pressure to reconcile
Civil-society voice, Sahelsovereignty, own interpretation of historyyet another European agendaAfrican organisation and implementation; northern donors at the margin; northern responsibility for illicit flows named
Police reformer, East Africatrauma-informed security forcestrauma must not become an excuse for abusehealing is not impunity; independent investigation; civilian oversight
Critical scholar, diasporarigour, honest limitspsychologising structural problems (“therapeutic governance”)strongest objection stated on the overview page; healing treated as an additional factor only
Community conservancy leader, southern Africanature as living wealthnature appears as a resource, not as a stakeholderecological check for every measure; intergenerational funds

What this method can and cannot do

It can: anticipate predictable objections; expose blind spots of the author; force clearer hypotheses; document openly how a draft changed and why.

It cannot: replace real consultation; represent African societies or affected people; generate legitimacy; detect what no one has written about before. Simulated perspectives reproduce the patterns of the data they are trained on, including its biases.

That is why the initiative requires, before any political use: a review by real people from the regions concerned, an independent interdisciplinary expert review, and one carefully designed pilot with independent evaluation.

Take a seat

Each role in the panel is open. If you recognise yourself in one of them, or in one that is missing, I invite you to replace the simulated voice with your own: to contest the draft, to sharpen it, or to carry it further.

Contact: peter.aeberhard@thac.ch

Sources and references

Sources cited across the pages of Healthy Prosperity for Africa.

Frameworks and policies

Economy, corruption and natural resources

  • World Bank (2025). Africa’s Pulse, vol. 32: Pathways to Job Creation in Africa. October 2025.
  • UNCTAD (2020). Economic Development in Africa Report 2020: Tackling Illicit Financial Flows for Sustainable Development in Africa. Geneva: United Nations.
  • The Gambia: Commission of Inquiry into the financial activities of public bodies, enterprises and offices (Janneh Commission), 2017–2019.
  • BudgIT, Nigeria: civic technology organisation for budget and procurement transparency. budgit.org
  • Namibia: communal conservancy programme, supported by the Namibian Association of CBNRM Support Organisations (NACSO).
  • Senegal: Loi n° 2022-09 du 19 avril 2022 on the distribution and management of hydrocarbon revenues; Décret n° 2024-153 du 21 février 2024 on the management of the Intergenerational Fund.

Security sector and trauma

Switzerland and the Horn of Africa


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