Theory of change
The three aims · the centerpiece of the theory
Each aim answers one of the three barriers: universal participation answers concentrated capability; capacity in coherence answers the values barrier; barriers removed answers the economics.
I
To enable universal access to, and participation in, the benefits of frontier AI, closing the digital divide from both sides: communities able to use the technology, and ventures able to serve them.
II
To build the capacity of health systems and communities to apply AI in coherence with their values, so that technology serves human flourishing on terms each community defines.
III
To remove the financial and technical barriers that keep builders from the problems that matter most, so that the worth of a problem, not the size of its market, determines whether it is solved.
Venture economics rightly seek scale; that is how frontier technology comes to exist at all. But the same economics pass over district hospitals, community clinics, and local institutions, markets too small for venture capital and too important to ignore. Different social missions require different economic architectures. The Institute's answer is to fund and govern translation through a structure designed for permanence rather than exit: services co-created with local builders, operated by local teams, and owned by the communities they serve, with surplus recirculating to seed the next region. The model is non-extractive by construction: no equity taken, no value siphoned away, capability compounding where it is built. The aim, plainly: thousands of people finding meaningful work by building thousands of purpose-built ventures rooted in the needs of their own communities.
The Institute's instrument of accompaniment is doáb, a development cooperative: a network of country AI Translation centers, each cultivating an ecosystem in which local builders develop and launch ventures that solve the problems around them, ventures that stay small, reach far, and join together when the work is larger than any one of them. The Institute takes no equity in what is built, because the outcome being measured is capacity: every community able to generate knowledge, to apply it, and to take part fully in shaping its own future.