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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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Nixalkumar Patel

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Review Open access Oct 2026

From Model Accuracy toWorkflow Reliability: A Practical Framework for Enterprise AI Systems

The predictive or generative capacity of a model isn’t enough for enterprise AI applications. Several factors can affect whether a user’s task succeeds: retrieval, enterprise data, orchestration, external tools, human approvals, and infrastructure. While a number of these dependencies are acknowledged in current standa...

Krunal Panchal, Nixalkumar Patel · 0 citations

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