Refactoring is not a technical clean-up activity. The choice to refactor is an economic decision about how you allocate human effort. Refactoring in this sense goes beyond cleaning up code—it includes improvements to architecture, operations, and decision structures, because the real cost of legacy systems rarely lives in the code alone. Refactoring is necessary to maintain system stability. But in an environment where your competitors are accelerating with AI, even when systems appear healthy, achieving stability through manual intervention is increasingly structurally expensive. The questi
The Model Context Protocol (MCP) is an open protocol designed to standardize how large language models (LLMs) connect to external tools, APIs, and data sources. Rather than relying on ad hoc, model-specific integrations, MCP defines a structured client–server architecture that allows AI applications to request context and invoke tools in a more consistent and interoperable way. This abstraction layer is becoming more important as enterprises move beyond isolated chat interfaces toward AI systems that must integrate with ticketing platforms, code repositories, CI/CD pipelines, knowledge bases