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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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Meng-Meng Sheng

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#diffusion models Open access Sep 2026

Mechanism-Guided Antimicrobial Peptide Design through Membrane-Surface Fingerprinting and Graph Diffusion

Membrane-MaSIF, an MD-derived membrane surface matching model designed to capture peptide–membrane compatibility beyond sequence-level AMP labels, is developed and provides a mechanism-aware strategy for Gram-negative AMP discovery and optimization.

Zhen-Yu Ma, Si-Xin Tian, Meng-Meng Sheng et al. · 0 citations

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