Agentic AI fails most often during rollout, not design. Leaders approve the vision, fund the platform, and then watch momentum stall once governance, security, and operating reality collide. The Agentic AI Model Context Protocol framework succeeds when adoption is sequenced deliberately and treated as organizational infrastructure rather than a side project. Let’s focus on how leaders should operationalize MCP in the real world without triggering resistance, chaos, or endless redesign.
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