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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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Chuanchang Liu

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Open access Sep 2026

ReliHarness: A Self-Learning Reliability Harness for LLM Agent Tool Execution

Large language model agents invoke external tools through the Model Context Protocol to perform actions beyond text generation. Once a background thread is dispatched, even the latest Model Context Protocol Tasks extension exposes only coarse-grained, self-reported task states, so a thread that deadlocks or crashes sil...

Wen-Zhi Chen, Peng-Han Song, Qi-Chao Lu et al. · 0 citations

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