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The article discusses the use of artificial intelligence in the design of biopharmaceuticals, specifically focusing on identifying ideal neuropeptides for neurological treatments. The proposed framework, NPpred, utilizes a combination of genetic algorithms and deep learning to optimize the characteristics of these neuropeptides. An online application has also been developed for this purpose.