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.
Sources
- Madison McLauchlan, How Indigenous technologists are building data sovereignty into AI opens in a new tab, BetaKit, July 17, 2026. Features Krystal Tsosie (Diné/Navajo Nation), Ali Lang (CBC), and Michael Running Wolf (co-founder, First Languages AI Reality).
- AI’s data-centre land rush reaches Native reservations opens in a new tab, The Next Web.
- As Data Centers Sidestep Tribal Consultations, Tribal Nations Are Fighting Back opens in a new tab, Truthout.
- MoCo councilmembers signal support for 18-month data center moratorium opens in a new tab, Bethesda Magazine, July 22, 2026.
- Seminole Nation of Oklahoma passes moratorium on data centers opens in a new tab, Native News Online.
- Tana Fitzpatrick, J.D., Sovereign Brief: AI Data Centers and Tribes opens in a new tab, OU Native Nations Center for Tribal Policy Research, June 16, 2026.
- Indigenous advocates push for rights protections around AI data centers opens in a new tab, Mongabay, July 2026.
- Mila and PolArctic Canada announce AI sea ice forecasting partnership opens in a new tab, ArcticToday, July 16, 2026.
- NSF Tribal Colleges and Universities Program opens in a new tab, Grants.gov.