Waters Run Deep: How Indigenous Communities Code Sovereignty

Indigenous communities are building their own AI systems—not waiting for Big Tech permission, but writing their own rules and encoding sovereignty directly into the architecture. This episode traces how extraction patterns (seeds, audio, traditional knowledge) get automated into AI training pipelines, then explores the frameworks communities are using to fight back: FAIR and CARE principles, models borrowed from centuries of indigenous water governance, and design choices that make data access a structural constraint rather than a policy afterthought. Sovereignty isn't a document—it's architecture. 00:00:00 - Opening: The Extraction Pattern 00:07:02 - FAIR and CARE: What Data Can Do, Who It Comes From 00:10:30 - Acequias: Four Hundred Years of Governance 00:15:23 - Sovereignty as Code --- Sources & further reading: • Te Hiku Media / Papa Reo — "A Practical Guide to Creating Your Own Stewardship License": https://blog.papareo.nz/a-practical-guide-to-creating-your-own-stewardship-license/ • Cherokee Nation — "Task Force Report on AI, Data Sovereignty, and Cybersecurity": https://www.cherokee.org/media/0ipldvul/task-force-report-on-ai-data-sovereignty-cybersecurity.pdf • Carroll, Garba, Figueroa, Garrison, Hudson, Martinez, Lovett, Russo Carroll, et al. — "The CARE Principles for Indigenous Data Governance" — (published in Data Science Journal, 2020): https://www.gida-global.org/careprinciples • Carroll, Rodriguez-Lonebear, and Martinez — "Operationalizing the CARE and FAIR Principles for Indigenous Data Futures": https://pmc.ncbi.nlm.nih.gov/articles/PMC8052430/ • Vega-Villa et al. — "Data colonialism and indigenous languages in AI: a critical review": https://link.springer.com/article/10.1007/s00146-026-03091-w • NVIDIA Blog — "Māori Speech AI Model Helps Preserve and Promote New Zealand Indigenous Language": https://blogs.nvidia.com/blog/te-hiku-media-maori-speech-ai/ • CBC News — "New tool aims to harness the power of AI to combat internet hate against Indigenous people" (on wâsikan kisewâtisiwin): https://www.cbc.ca/news/canada/edmonton/artificial-intelligence-indigenous-people-1.7269816 • Jason Edward Lewis / Abundant Intelligences — project site: https://www.indigenous-ai.net/abundant/ • BetaKit — "How Indigenous technologists are building data sovereignty into AI": https://betakit.com/how-indigenous-technologists-are-building-data-sovereignty-into-ai/ • Tribal Business News — "Cherokee Nation enacts AI policy to balance innovation with cultural protection": https://tribalbusinessnews.com/sections/arts-and-culture/15270-cherokee-nation-enacts-ai-policy-to-balance-innovation-with-cultural-protection • OHCHR — "Indigenous sovereignty in the AI era": https://www.ohchr.org/en/stories/2025/08/indigenous-sovereignty-ai-era • FedTech Magazine — "TribalNet 2025: 3 Ways Tribal Nations Are Using AI": https://fedtechmagazine.com/article/2025/09/tribalnet-2025-3-ways-tribal-nations-are-using-ai • UNESCO — International Decade of Indigenous Languages: https://en.wikipedia.org/wiki/International_Decade_of_Indigenous_Languages • Shankar et al. — "No Classification without Representation" (ImageNet geographic bias) — (2017 paper, arXiv:1711.08536) • Keoni Mahelona — "What I Learned Driving Around My Aunties" (NeurIPS 2024 talk): https://neurips.cc/virtual/2024/109197 • Brookings Institution — "Can small language models revitalize Indigenous languages?": https://www.brookings.edu/articles/can-small-language-models-revitalize-indigenous-languages/ • Taiuru & Associates — "Kaitiakitanga Māori Data Sovereignty Licences": https://www.taiuru.co.nz/maori-data-sovereignty-licences/ This podcast episode was fully generated by AI — research, script, voices, and production. Built with Claude, Piper TTS, and automated pipeline tooling.