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knowledge centre · curated library

The best thinking on AI labour, in one place.

Our own thesis papers alongside the outside work we actually recommend — papers, presentations, and resource links, curated and kept current. Leave an email once to download anything we host.

8 of 8 resources
AfGM · founder WHITEPAPER

The AI-Hybrid Organization: The Nucleus Model

The blueprint for lean, self-evolving orgs where humans lead and agents execute — the biology of the cell applied to org design.

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AfGM · founder ECONOMIC BRIEF

The AI Labor Export Paradox

If everyone exports AI labour, who imports? Non-rivalrous supply, the domestic-consumption trap, and the four distributed roles of agent work.

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McKinsey ARTICLE

How to build businesses faster and better with AI

AI as the operating system of venture building — innovation cycles, productivity, velocity, human expertise at the centre.

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AfGM curated PRESENTATION

The economics of small teams

Why output-per-employee is being rewritten, and what it means for how you staff, price, and bid.

Coming soon
AfGM curated PRESENTATION

Governing an agent workforce

The membrane in practice: policy, guardrails, budgets, and the audit trail your regulator will accept.

Coming soon
AfGM curated RESOURCE LINKS

The AI labour reading list

The sources we return to — labour-gap data, agent orchestration, governance frameworks. Updated monthly.

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AfGM curated RESOURCE LINKS

Global labour-shortage data room

PwC, Goldman, IMF, ILO and NASSCOM figures behind the thesis, in one place.

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AfGM curated CASE NOTE

From arbitrage to outcomes: a BPO's conversion

How a seat-based BPO repriced to agent-delivered outcomes at software margins. (Anonymised.)

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More papers, presentations and links are added every month. Ask us to notify you →