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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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Shen-Yi Liang

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Conference Aug 2026

Optimizing college English curriculum structure with an adaptive particle swarm algorithm

In this study, an intelligent system is built based on adaptive particle swarm optimization (APSO) algorithm, and multidimensional optimization is carried out for college English curriculum structure. By analyzing the problems existing in the current curriculum system, such as rigid modules, inefficient resources and s...

Shen-Yi Liang · 0 citations
Open access Aug 2026

Digital Intelligence-Driven Analysis of English Learning Behaviors and Personalized Teaching Model Construction

A four-module personalized English teaching model covering learner profiling, behavioral analysis, instructional decision-making, and adaptive feedback regulation is presented, confirming the practical effectiveness of the digitally intelligent personalized model.

Shen-Yi Liang · 0 citations

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