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        <title>Columbia NYC: SENTINEL (2026) - Team Presentation</title>
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        <description>Title: SENTINEL Description: SENTINEL, short for Sparse autoencoder Engineering of Novel Target-binding proteins for Interpretable Neurobiomarker Evaluation and Localized detection, is a project about engineered protein biosensors. These sensors hold transformative potential for real-time disease detection, yet their development remains largely empirical. Current generative protein design models function as unexplained systems — candidates emerge without visible reasoning for why some bind strongly while others fail. Project Sentinel introduces an interpretable framework for creating novel protein binders by applying sparse autoencoders to ESM-C representations of generated designs. Wiki | Official Page</description>
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