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A free four-day hackathon at a private beach resort in Goa brings together builders, designers, AI and crypto enthusiasts, and founders to ship products with $50k+ in bounties, no catch except competitive selection.
AmchiBias introduces the first benchmark for measuring socio-cultural stereotypical bias in Goan identity groups, covering 313 minimal pairs in English and Konkani across eight sociodemographic dimensions. Evaluating multilingual encoder models reveals near-chance performance in Konkani and limited Goan cultural competence.