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Adaptyv integrates AI-driven protein design with high-throughput wet-lab validation, allowing developers to submit sequences for automated testing via API. It streamlines the complex workflow of protein engineering by providing binding assays, expression testing, and thermostability measurements with results delivered in approximately 21 days. By bridging the gap between computational design and physical validation, this skill enables more reliable results through integrated optimization tools like SolubleMPNN, NetSolP, and ESM combined with real-world laboratory feedback.