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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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Jiedan Tan

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Open access 2026

An LLM-Agent-Based Framework for Age of Information Optimization in Heterogeneous Multiple Access Networks

Reflex-Core is proposed, an LLM-agent-based framework for AoI-oriented adaptive access in heterogeneous wireless networks that adopts an “Observe-Reflect-Decide-Execute” closed-loop mechanism to refine transmission strategies through semantic feedback and historical memory and develops the Reflexive Multiple Access protocol and a priority-aware RMA variant for differentiated freshness requirements.

Fang Liu, Erchao Zhu, Jiedan Tan et al. · 0 citations

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