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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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Vishaliney Pirathap

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Review 2026

AI-Driven Personalized Learning in Educational Systems: A Framework for Adaptive Learning and Decision Support

The principal contribution is not the intro-duction of new standalone AI models, but the specification of how established AI capabilities can be combined within a transparent, pedagogically informed, and human-governed educational decision process.

Vishaliney Pirathap, S. Arunprakash, M. S. S. Mayadunna · 0 citations

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