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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Xuan Wei

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Review Open access Sep 2026

The Algorithm Question: When Architectural Complexity Meets Biological Reality in Antimicrobial Peptide Prediction

Computational prediction and design of antimicrobial peptides (AMPs) has progressed quickly, moving from physicochemical descriptors paired with classical machine learning to transformer architectures and generative models. Each new architecture claims improved performance, yet basic questions remain unanswered. Does...

Xing-Wen Long, Yi-Kun Lin, Jia-Jing Xie et al. · 0 citations

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