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Structural Silence: When AI Infrastructure Fails Speakers of Underrepresented Languages

Artificial intelligence tools for education and language support are increasingly framed as scalable responses to access gaps in under-resourced communities. Yet the infrastructure underlying these tools, including training corpora, tokenization schemes, evaluation benchmarks, and deployment architectures, can systematically disadvantage speakers of underrepresented languages before a model is…

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Schema Evolution in AI Pipelines

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