There is a version of the future being sold to institutions right now: that AI will replace the need for experienced judgment in complex program design. Feed the model enough data, the story goes, and it will tell you what works.

I have spent over 15 years building health programs in environments where the model does not account for the ministry official who needs to feel ownership before she signs, the community health worker who has been burned by three previous initiatives and needs a reason to trust this one, or the funding cycle that ends in April when the rainy season makes data collection impossible until June.

AI is a powerful tool. It can accelerate research, synthesize literature, draft frameworks, and surface patterns faster than any team working manually. I use it. SALTED Global uses it. It has made our work faster and sharper in genuine ways.

But AI cannot read a room. It cannot feel the shift in a negotiation when a government counterpart stops making eye contact. It cannot know when to push and when to wait. It cannot hold accountability for outcomes — only humans can do that.

The institutions that will thrive in the next decade are not the ones that automate fastest. They are the ones that learn to combine the speed of modern tools with the depth of human judgment. That combination — not one or the other — is what produces results in complex, high-stakes environments.

When I joined the Clinton Health Access Initiative team implementing Ghana's national sickle cell newborn screening program, we had a clear mandate: screen newborns, identify cases, link families to care. What we did not have — what no program ever has at the start — was a guarantee that the system would outlive the grant.

That fear — of building something real only to watch it collapse when funding ends — is what drove every decision we made. It is also what I carry into every engagement at SALTED Global today.

Reaching 80,000 newborns across all 16 regions of Ghana taught me three things about sustainable systems. First, ownership cannot be manufactured — it has to be built into the design from day one. The Ghana Health Service did not just implement this program; they shaped it. That distinction matters enormously when the external team eventually leaves.

Second, workforce capacity is infrastructure. Training 18 master trainers who then trained others created a system that could replicate itself. No amount of technology or protocol documentation replaces the human knowledge embedded in a well-trained workforce.

Third — and this is the one most funders resist — sustainability requires private sector partnerships. Government systems alone cannot hold. When Ghana National Gas Company became a partner, the program gained resources and legitimacy that no donor relationship could replicate. The lesson: build public-private architecture from the start, not as an afterthought.

The conventional model of international development runs in one direction: resources, expertise, and strategy flow from North to South, from donor to recipient, from outside to inside. It has produced real results in some places. It has also produced dependency, misalignment, and programs that evaporate the moment the external partner departs.

I believe the next generation of effective development work looks fundamentally different — and the diaspora is at the center of it.

Ghanaian-Americans, Nigerian-Americans, Kenyan-Americans — we live in both worlds simultaneously. We hold U.S. institutional credentials and African cultural intelligence. We have professional networks in Washington DC and family networks in Accra. We understand what a government minister in Ghana actually needs, and we can communicate it fluently to a foundation program officer in New York.

This is not a soft advantage. It is a structural one. Diaspora-led organizations do not need cultural interpreters. We do not spend the first six months building trust that should have been present from day one. We arrive with context, with relationships, and with accountability that runs deeper than a contract.

The institutions and funders that understand this — that begin to deliberately partner with and resource diaspora-led strategy — will get results that the traditional model simply cannot match. The corridor between the U.S. and Africa is not a pipeline. It is a two-way bridge. And the people best positioned to build on it are the ones who have lived on both sides.