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This conceptual paper critiques the uncritical adoption of Artificial Intelligence (AI) in marginalized educational contexts, arguing it risks a new form of epistemological colonization. By analyzing techno-solutionist discourse in Indonesian policy and promotional materials , this work exposes how AI can reinforce neocolonial power relations. To counter this, the paper proposes the "Culturally Sustaining AI Framework," which redefines the relationship by casting AI as a respectful guest and local wisdom (kearifan lokal) as the teacher. This justice-oriented approach serves as a conceptual toolkit for educators and policymakers to leverage AI not for assimilation, but for community empowerment and the fostering of authentic science identities.