AI in Indian Country

July 27, 2026

Issue 001

The Data Never Leaves the Network

The Big Picture

Earlier this month in Montréal, a cohort of Indigenous technologists finished a seven-week machine learning residency at Mila, Québec’s AI institute, and pitched what they built. Landlens reads public records to measure the accumulated impact of land development. SAI Cheese is a preventive dental care app that stores health data locally. Portage is a K-12 teaching platform trained on cultural knowledge, with a data governance layer as its foundation. Every tool in the room shared one design decision: the data never leaves the network. Each one runs inside the community it serves. Madison McLauchlan covered the gathering for BetaKit. How Indigenous technologists are building data sovereignty into AI, BetaKit opens in a new tab

The oldest pattern in the newest industry

Diné geneticist Krystal Tsosie told the room why that design decision matters. For-profit health companies train models on data sourced from our communities, then price the resulting innovations out of our reach. “Our community’s data is already on this pathway,” she said, “and the question is whether or not our community governs what it becomes.”

That is the 500-year pattern in one sentence. The railroad, the allotment survey, the dam: each arrived promising shared benefit, each ran on our land and water, and each sent the returns somewhere else. AI is not exempt from the pattern. It is the newest test of whether we can break it.

One hundred projects and counting

The test is running right now, in concrete and fiber. Honor the Earth is tracking more than 100 proposed data center projects on or near Tribal territory, with developers drawn by land, water, power, and tax abatements. AI’s data-centre land rush reaches Native reservations, The Next Web opens in a new tab Some developers are routing around Tribal consultation entirely, and Tribal Nations are pushing back. As data centers sidestep Tribal consultations, Tribal Nations are fighting back, Truthout opens in a new tab

The moratorium wave keeps building. New York signed a one-year statewide pause on data center construction on July 14, the first state to do so. Tribal Nations enacted their own moratoriums months before Albany moved. Last week, on July 22, Montgomery County, Maryland councilmembers signaled support for an 18-month pause of their own. MoCo councilmembers back 18-month data center moratorium, Bethesda Magazine opens in a new tab

Jurisdiction, not fairness

The data center question is not about whether the industry treats us fairly. It is about who holds jurisdiction over the land, the water, and the data. The Seminole Nation of Oklahoma answered a startup that led with a nondisclosure agreement by enacting a moratorium covering “any inquiries, discussions and/or developments.” Seminole Nation passes moratorium on data centers, Native News Online opens in a new tab The Cherokee Nation stood up a data center task force by executive order to assess economic and natural resource impacts before committing to anything.

Tana Fitzpatrick at the University of Oklahoma’s Native Nations Center has mapped the whole field in a Sovereign Brief worth putting in front of your council: 157 data center bills across 36 state legislatures, a White House push for a national framework that would preempt some state approaches, and a menu of governance options Tribal councils can act on now, from ratepayer protections and zoning codes to banning NDAs and requiring developers to bring their own power. AI Data Centers and Tribes: Policy Trends and Tribal Governance Options, OU Native Nations Center opens in a new tab At the UN this month, Indigenous leaders at the Expert Mechanism on the Rights of Indigenous Peoples pressed for free, prior, and informed consent as the binding standard for data center siting. Indigenous advocates push for rights protections around AI data centers, Mongabay opens in a new tab

Whoever governs the data, and the ground it sits on, decides who benefits. Our codes, our courts, our call.

What we are building

The Mila gathering also produced a partnership: Mila and PolArctic Canada will build AI sea ice forecasting for the Arctic, grounded in Inuit knowledge, ocean science, and remote sensing. A model trained with the community, deployed for the community. Mila and PolArctic partner on AI sea ice forecasting, ArcticToday opens in a new tab

For Tribal education departments planning the fall: NSF’s Tribal Colleges and Universities Program funds computer science capacity at TCUs, and it explicitly includes AI. Check the current window before your next budget cycle. Tribal Colleges and Universities Program, Grants.gov opens in a new tab

The newest tools belong in the hands of the people with the longest view. We are building them so the data stays home.

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