The Infrastructure Layer Behind Production AI

GenAI initiatives often fail to move beyond PoCs because production AI depends on infrastructure disciplines that demos rarely expose. The whitepaper explains how MCP, AgentOps, inference strategy, observability, evaluation, governance, security and performance engineering shape reliable LLM and multi-agent systems. It also frames AI agents as operational platforms that require access control, tool management, cost controls and deployment patterns suited to regulated or large-scale environments. Technology leaders should treat AI as enterprise infrastructure, not as isolated product features.