Siddardha Vangala

Model Context Protocol in Enterprise AI Systems: Architecture, Failure Modes, and Production Patterns

2026 · Zenodo (CERN European Organization for Nuclear Research)

Large Language Model (LLM) agent systems have rapidly transitioned from experimental prototypes to production-grade infrastructure in enterprise environments. However, the practical challenges of deploying these systems at scale — including tool invocation reliability, context management, …