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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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Aleksandr Apuhtin

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Jul 2026

ANALYSIS OF ARCHITECTURAL COMPONENTS OF MULTI-AGENT SYSTEMS

It is found that on the examined tasks the multi-agent mode underperforms the single-agent baseline in quality and a pattern is discovered: the integration of three verification loops produces a self-diagnosis capability not observed in any of the examined systems individually.

T. Saratova, Aleksandr Apuhtin · 0 citations

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