Orchestrating Agentic AI Workflows: Moving Beyond Simple Prompt Chains

Linear LLM chains fail in production. Here is how to build resilient, stateful agentic systems with dynamic tool routing, Model Context Protocol (MCP), and human-in-the-loop governance. The Failure of