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BioVix is a web-based LLM-driven framework that integrates interactive data visualization, natural-language querying, and automated retrieval of relevant academic literature within a unified workflow and was evaluated across diverse biological domains, demonstrating its flexibility in handling heterogeneous datasets and supporting exploratory, literature-aware analysis.