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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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Jia-Jia Li

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Oct 2026

Machine Learning-Guided Cofactor Engineering for Tunable Azaphilone Component Ratios in Monascus spp.

Monascus azaphilones (MAs) are bioactive compounds that have been utilized in food for over a millennium. These molecules are classified into orange (OMAs), yellow (YMAs), and red MAs (RMAs), with compositional ratios determining the product quality. Cofactors critically influence component ratios, but their individu...

Wen-Rui Huang, Jia-Jia Li, Ya-Li Duan et al. · 0 citations

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