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University of Florida Gators submission to the AmericasNLP 2026 shared task on cultural image captioning for Indigenous languages, using a two-stage pipeline with Qwen2.5-VL for Spanish captioning and retrieval-augmented Gemini 2.5 Flash for target-language translation, achieving significant improvements over the baseline.