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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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Xiang-Chen Wang

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Open access Aug 2026

ICG-Restore: Intent-Constrained, Graph-Enhanced LLM Planning with Minimal-Edit Repair for Post-Disaster Emergency Communication Recovery

Post-disaster emergency communication recovery is not merely a link-repair task but a high-level planning problem constrained by service priorities, inter-object dependencies, resource budgets, and time windows. Existing restoration optimization methods generally rely on fully structured inputs, whereas direct large la...

Jinyin Bai, Wei Zhu, Xiangchen Wang et al. · 0 citations

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