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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

Author

Zi-Xin Deng

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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
Review Aug 2026

The complexity cliff in natural product discovery: why full automation remains elusive and the case for collaborative intelligence.

Covering: 1992 to 2025Natural products contribute to roughly half of FDA-approved small-molecule drugs, yet their discovery has remained surprisingly resistant to the automation that has reshaped synthetic medicinal chemistry. In this review, we examine why. We propose that natural product workflows encounter a "comple...

Ran Lin, Cheng-Zeng Zhou, Rong-Zhen Wu et al. · 0 citations

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