{"id":4550,"date":"2026-11-02T21:42:26","date_gmt":"2026-11-02T21:42:26","guid":{"rendered":"https:\/\/tinhinan.org\/en_us\/?page_id=4550"},"modified":"2026-11-02T22:17:55","modified_gmt":"2026-11-02T22:17:55","slug":"cop17-gef-panel-data-ai-2026","status":"publish","type":"page","link":"https:\/\/tinhinan.org\/en_us\/cop17-gef-panel-data-ai-2026\/","title":{"rendered":"GEF Panel on Indigenous Peoples, Data and AI"},"content":{"rendered":"\n<link rel=\"stylesheet\" href=\"https:\/\/fonts.googleapis.com\/css2?family=Playfair+Display:wght@600;700;800&#038;display=swap\">\n<style>\n.tn-back-link-wrap{max-width:700px;margin:10px auto 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src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%272000%27%20height%3D%271334%27%20viewBox%3D%270%200%202000%201334%27%3E%3Crect%20width%3D%272000%27%20height%3D%271334%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/tinhinan.org\/wp-content\/uploads\/2026\/11\/cop17-gef-2026-panel.jpg\" alt=\"Dr. Mariam Wallet Aboubakrine with fellow panelists on the GEF panel stage at CBD COP17\" width=\"2000\" height=\"1334\" style=\"width:100%;height:100%;object-fit:cover;display:block;\"><\/div><div class=\"tn-detail-caption\">Dr. Mariam Wallet Aboubakrine (right) on the GEF panel on Indigenous Peoples, data and AI, CBD COP17, Yerevan, 22 October 2026.<\/div>\n<\/div>\n<div class=\"tn-detail-wrap\" style=\"margin-top:10px;\">\n<div class=\"tn-detail-label\">Indigenous Leadership<\/div>\n<div class=\"tn-detail-date\">October 22, 2026 &middot; Yerevan, Armenia<\/div>\n<div class=\"tn-detail-title\">GEF Panel on Indigenous Peoples, Data and AI<\/div>\n<\/div>\n<div class=\"tn-cop-band\">\n  <div class=\"tn-cop-band-logo\"><img class=\"lazyload\" decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271050%27%20height%3D%27777%27%20viewBox%3D%270%200%201050%20777%27%3E%3Crect%20width%3D%271050%27%20height%3D%27777%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/tinhinan.org\/wp-content\/uploads\/2026\/10\/cop17-logo.png\" alt=\"CBD COP17 logo, Yerevan, Armenia\" width=\"1050\" height=\"777\"><\/div>\n  <div class=\"tn-cop-band-text\">Tinhinan at CBD COP17, Yerevan, Armenia, 19&ndash;30 October 2026<\/div>\n<\/div>\n<div class=\"tn-facts\">\n  <div class=\"tn-fact\"><span class=\"tn-fact-label\">Date<\/span><span class=\"tn-fact-value\">Thursday, 22 October 2026<\/span><\/div>\n  <div class=\"tn-fact\"><span class=\"tn-fact-label\">Time<\/span><span class=\"tn-fact-value\">Morning<\/span><\/div>\n  <div class=\"tn-fact\"><span class=\"tn-fact-label\">Convened by<\/span><span class=\"tn-fact-value\">Global Environment Facility (GEF)<\/span><\/div>\n  <div class=\"tn-fact\"><span class=\"tn-fact-label\">Tinhinan\u2019s role<\/span><span class=\"tn-fact-value\">Panelist: Dr. Mariam Wallet Aboubakrine<\/span><\/div>\n<\/div>\n<div class=\"tn-detail-wrap\">\n<div class=\"tn-section-title\">What happened<\/div>\n<div class=\"tn-detail-text\"><p>On the morning of 22 October 2026, Dr. Mariam Wallet Aboubakrine, President of Association Tinhinan and Co-Principal Investigator and Co-Executive Director of the \u0102rram\u0103t Project, joined a Global Environment Facility (GEF) panel at CBD COP17 on Indigenous Peoples, data and artificial intelligence. She thanked the GEF Secretariat, its Scientific and Technical Advisory Panel (STAP) and its Independent Evaluation Office (IEO) for placing Indigenous Peoples&#8217; science on an equal footing, and welcomed the fourfold increase in direct access for Indigenous Peoples, to 100 million dollars under GEF-9, before turning to data as the next step.<\/p>\n<p>She presented the \u0102rram\u0103t Project, whose name is a Tamasheq word for the well-being of everyone and everything together. The six-year partnership, funded with 24 million Canadian dollars by Canada&#8217;s New Frontiers in Research Fund, brings more than 70 Indigenous governments and organizations together with universities, around some 140 place-based projects designed and led by Indigenous partners in about 24 countries. She gave the example of the Potato Park near Cusco, where partners Asociaci&oacute;n ANDES run an artificial intelligence system that speaks Quechua, works offline on solar power and belongs to the communities.<\/p>\n<p>She explained how \u0102rram\u0103t&#8217;s data plan grew from Ethical Space and is anchored in Indigenous Peoples&#8217; own laws and in the UN Declaration on the Rights of Indigenous Peoples. She described the project&#8217;s &#8220;Three Colours&#8221; approach: red for what a community keeps, yellow for what the network watches over because of biopiracy or intellectual property risks, and green for what is shared openly. Holders colour their own data, unlabelled data is treated as red, and nothing red or yellow is used to train any model.<\/p>\n<p>Her central message was that AI can help reach the Kunming-Montreal targets in narrow and useful ways, but that the real questions are who owns the machine, who holds the keys to the data, and who the system answers to. She closed with concrete recommendations for the GEF Indigenous Peoples Policy, going beyond free, prior and informed consent.<\/p><\/div>\n<\/div>\n<div class=\"tn-split\">\n  <div class=\"tn-split-photo\"><div class=\"tn-detail-photo\" style=\"aspect-ratio:1334\/2000;\"><img class=\"lazyload\" decoding=\"async\" loading=\"lazy\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271334%27%20height%3D%272000%27%20viewBox%3D%270%200%201334%202000%27%3E%3Crect%20width%3D%271334%27%20height%3D%272000%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/tinhinan.org\/wp-content\/uploads\/2026\/11\/cop17-gef-2026-mariam.jpg\" alt=\"Dr. Mariam Wallet Aboubakrine speaks on the GEF panel at CBD COP17\" width=\"1334\" height=\"2000\" style=\"width:100%;height:100%;object-fit:cover;display:block;\"><\/div><div class=\"tn-detail-caption\">Dr. Mariam Wallet Aboubakrine speaks on the GEF panel.<\/div><\/div>\n  <div class=\"tn-split-text tn-detail-text\"><div class=\"tn-pullquote\">&#8220;Data from a territory is part of the territory.&#8221;<\/div>\n<div class=\"tn-section-title\">Key messages<\/div>\n<div class=\"tn-callouts\">\n  <div class=\"tn-callout\"><strong>Community ownership<\/strong>Data and AI serve Indigenous Peoples when communities own the tools, hold the keys and the system answers to their own authority.<\/div>\n  <div class=\"tn-callout\"><strong>Side by side, not absorbed<\/strong>Indigenous and mainstream knowledge systems should sit side by side, each governed by its own holders, with agreement on what crosses between them.<\/div>\n  <div class=\"tn-callout\"><strong>Indigenous data is evidence<\/strong>Community-governed records of seasons, water, pests and seeds should count in national reports and GEF results frameworks.<\/div>\n  <div class=\"tn-callout\"><strong>Not everything should be digitized<\/strong>Communities decide what is never recorded.<\/div>\n<\/div><\/div>\n<\/div>\n<div class=\"tn-detail-wrap\">\n<div class=\"tn-section-title\">Recommendations for the GEF Indigenous Peoples Policy<\/div>\n<ol class=\"tn-list\"><li>Make the CARE principles (collective benefit, authority to control, responsibility and ethics) a condition, alongside free, prior and informed consent, for any GEF-funded data or AI activity touching Indigenous territories or knowledge.<\/li><li>No model trained on Indigenous data without documented consent, and disclosure of where training data comes from.<\/li><li>A data-tiering rule with community control as the default: unlabelled data is protected, and holders can withdraw at any time.<\/li><li>Direct funding for community-owned infrastructure: hardware, solar power, local training and the people who run the systems.<\/li><li>Assess AI&#8217;s physical footprint (energy, water and minerals, which often land on Indigenous territories) before counting it as a contribution.<\/li><\/ol>\n<\/div>\n<div class=\"tn-detail-wrap\">\n<div class=\"tn-section-title\">Tinhinan on the panel<\/div>\n<ul class=\"tn-people\"><li><strong>Dr. Mariam Wallet Aboubakrine<\/strong> &mdash; President, Association Tinhinan; Co-Principal Investigator and Co-Executive Director, \u0102rram\u0103t Project<\/li><\/ul>\n<\/div>\n<div class=\"tn-detail-wrap\">\n<div class=\"tn-section-title\">Photo gallery<\/div>\n<\/div>\n<div class=\"tn-gallery\">\n<div class=\"tn-duo-equal\">\n  <div><div class=\"tn-detail-photo\" style=\"aspect-ratio:1334\/2000;\"><img class=\"lazyload\" decoding=\"async\" loading=\"lazy\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271334%27%20height%3D%272000%27%20viewBox%3D%270%200%201334%202000%27%3E%3Crect%20width%3D%271334%27%20height%3D%272000%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/tinhinan.org\/wp-content\/uploads\/2026\/11\/cop17-gef-2026-mariam-2.jpg\" alt=\"Dr. Mariam Wallet Aboubakrine speaking to the audience during the GEF panel, COP17\" width=\"1334\" height=\"2000\" style=\"width:100%;height:100%;object-fit:cover;display:block;\"><\/div><div class=\"tn-detail-caption\">Dr. Mariam Wallet Aboubakrine addresses the audience.<\/div><\/div>\n  <div><div class=\"tn-detail-photo\" style=\"aspect-ratio:1334\/2000;\"><img class=\"lazyload\" decoding=\"async\" loading=\"lazy\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271334%27%20height%3D%272000%27%20viewBox%3D%270%200%201334%202000%27%3E%3Crect%20width%3D%271334%27%20height%3D%272000%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/tinhinan.org\/wp-content\/uploads\/2026\/11\/cop17-gef-2026-audience.jpg\" alt=\"Dr. Mariam Wallet Aboubakrine seen through the audience at the GEF panel, COP17\" width=\"1334\" height=\"2000\" style=\"width:100%;height:100%;object-fit:cover;display:block;\"><\/div><div class=\"tn-detail-caption\">The audience follows the panel.<\/div><\/div>\n<\/div>\n<\/div>\n<div class=\"tn-also\">\n<div class=\"tn-section-title\">Also at COP17<\/div>\n<div class=\"tn-also-grid\">\n  <a class=\"tn-also-card\" data-date=\"2026-10-22T13:15\" href=\"https:\/\/tinhinan.org\/en_us\/cop17-arramat-side-event-2026\/\"><div class=\"tn-also-label\">Biodiversity &amp; Knowledge<\/div><div class=\"tn-also-date\">October 22, 2026<\/div><div class=\"tn-also-title\">Healing Biodiversity Through Indigenous Leadership<\/div><\/a>\n  <a class=\"tn-also-card\" data-date=\"2026-10-20T18:15\" href=\"https:\/\/tinhinan.org\/en_us\/cop17-arramat-who-side-event-2026\/\"><div class=\"tn-also-label\">Global Health<\/div><div class=\"tn-also-date\">October 20, 2026<\/div><div class=\"tn-also-title\">Indigenous Knowledge Systems, Health and Biodiversity Action<\/div><\/a>\n  <a class=\"tn-also-card\" data-date=\"2026-10-19\" href=\"https:\/\/tinhinan.org\/en_us\/cop17-youth-policy-gathering-2026\/\"><div class=\"tn-also-label\">Youth &amp; Policy<\/div><div class=\"tn-also-date\">October 19, 2026<\/div><div class=\"tn-also-title\">Indigenous-led Youth Policy Impact Gathering at COP17<\/div><\/a>\n<\/div>\n<script>window.tnSortByDate=window.tnSortByDate||function(l){if(!l)return;var it=[].slice.call(l.children).filter(function(e){return e.hasAttribute('data-date');});it.sort(function(a,b){var x=a.getAttribute('data-date'),y=b.getAttribute('data-date');return x<y?1:x>y?-1:0;});it.forEach(function(e){l.appendChild(e);});};tnSortByDate(document.currentScript.previousElementSibling);<\/script>\n<\/div>\n<div class=\"tn-endbar\">\n  <a class=\"tn-back-btn\" href=\"https:\/\/tinhinan.org\/en_us\/events-2\/\">&larr; Back to Past Events<\/a>\n  <div class=\"tn-share\">Share\n    <a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Ftinhinan.org%2Fen_us%2Fcop17-gef-panel-data-ai-2026%2F\" 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