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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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Andrea Galassi

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Book Open access Aug 2026

A Multi-Agent LLM Pipeline for Legal Argument Mining

Results show that cascading errors substantially degrade downstream performance, making the first stages of the pipeline a significant bottleneck, and highlight the importance of evaluating modular LLM systems in their end-to-end behavior in addition to individual task performance.

S. Banihashemi, Giulia Grundler, Andrea Galassi · 0 citations

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