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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Nikhil Bharadwaj Ramashasthri

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Open access Jul 2026

Token-Aware API Design Patterns for Model Context Protocol Integration in Enterprise Distributed Systems

This article investigates serialization-boundary optimization as a critical architectural concern for MCP-native systems and proposes four composable backend design patterns that restructure API responses to maximize semantic density while minimizing token consumption without modifying underlying domain models or persistence layers.

Nikhil Bharadwaj Ramashasthri · 0 citations

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