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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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Sumalatha Saleti

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Open access Aug 2026

Global artificial intelligence operating layer: adaptive Bayesian consensus for multi-model large language model orchestration

The Global Artificial Intelligence Operating Layer (GAIOL), a layered orchestration framework that coordinates heterogeneous LLM providers behind a uniform interface, decomposes complex queries into parallelizable subtasks, and aggregates multi-model responses through a novel consensus mechanism is presented.

Ramdas Kapila, Ch Sai Sathvik, D. V. Monish Kumar et al. · 0 citations

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