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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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Zi-Xuan Liu

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Review Open access Aug 2026

Multi-scale hierarchical regulation of starch chain length distribution and its consequential impact on starch digestibility: From molecular structure to granular degradation

Starch chain length distribution (CLD) hierarchically modulates starch digestibility from enzyme recognition to granular degradation. This review summarizes CLD characteristics of amylose (short, medium, long chains) and amylopectin (A, B1, B2, B3 chains). The hierarchical regulatory rules are elucidated at molecular (...

Zi-Xuan Liu, Tian-Shuang Xia, Chun-Fa Guo et al. · 1 citation
Open access Aug 2026

The Impact Mechanism of the Agricultural Input Price Index on Water Quality at River Monitoring Sections: Evidence from Provincial Panel Data

This study examines the impact of agricultural input prices on river water quality in China, using provincial panel data and high-frequency monitoring records for chemical oxygen demand (COD) and ammonia nitrogen (NH₃-N). In our own research, we have collected data from 30 provinces from 2010 to 2020.Employing a two-wa...

Zi-Xuan Liu · 0 citations

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