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Closed models don’t scale civic impact. That’s why MWire Labs builds open. From multilingual NER to cultural Q&A systems, our tools are released with reproducible pipelines, annotated configs, and public benchmarks. We believe that governance, education, and rural innovation deserve inspectable, adaptable AI—not black-box solutions. Whether it’s helping a village council parse legal documents or […]

AI built for the privileged reinforces privilege. Civic AI must invert that logic. At MWire Labs, we start with the underserved: rural educators, local journalists, tribal governance bodies. These are the users who face infrastructural gaps, linguistic exclusion, and digital invisibility. By designing tools that work offline, in low-resource settings, and in native languages, we

In the global race to build smarter AI, the voices of Northeast India often go unheard. With over 200 languages and dialects, this region is a linguistic treasure trove—and a frontier for ethical, inclusive AI. At MWire Labs, we’re not just fine-tuning models. We’re architecting an ecosystem where Khasi, Garo, and other indigenous languages are