For years, engineering leaders focused on controlling cloud bills, optimizing Kubernetes clusters, and improving infrastructure efficiency. FinOps became a normal part of operating modern software systems. Now a new cost center is growing faster than most teams expected: AI. What begins as a simple product decision, like adding an AI…
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MCP Server Explained: A Deep Dive for Modern AI Systems
Overview As AI models continue to improve, expectations from them are also increasing. Today, AI is expected not only to answer questions but to take action, integrate with systems, and operate within real business workflows. However, large language models are isolated by design — they don’t naturally know how to…