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        <title>XJTLU-Software: AMPilot: From Research Goals to Experimental Plans (2026) - Team Presentation</title>
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        <description>Title: AMPilot: From Research Goals to Experimental Plans Description: AMPilot is a natural-language workspace for antimicrobial peptide research, developed by XJTLU-Software 2026. It connects goal clarification, evidence retrieval, candidate comparison, and experimental planning in one workflow. Researchers remain in control through editable task summaries, decision checkpoints, and traceable research records. This presentation introduces our project's motivation, human practices, system design, evaluation, and limitations, showing how AMPilot helps researchers turn scientific goals into plans for laboratory review. Wiki | Official Page</description>
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