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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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Ying Zhai

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Open access 2026

Research on AI-driven Personalized English Writing Feedback Mechanism

The research shows that the AI-driven personalized feedback mechanism can effectively improve students' writing performance, reduce the error recurrence rate and enhance students' active revision behavior, which provides a feasible technical path and practical paradigm for the digital transformation of foreign language...

Ying Zhai · 0 citations

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