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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

Author

Harsh Shingavi

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Review Aug 2026

Integration of Multi-agent Reinforcement Learning (MARL) and Large Language Models (LLMs) in Agentic AI Systems: A Narrative Review

The paper delivers a comprehensive integrative review which examines current LLM–MARL research through various aspects of agent architectures and coordination mechanisms and memory augmentation and evaluation methodologies used in different fields of study.

Harsh Shingavi, Yash Ranbhare, Esha Shasri et al. · 0 citations

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