LLM vs Agent vs MCP: How AI Agents Work Under the Hood

Most explanations of AI agents assume you’re a developer building chatbots. This post traces a real Kubernetes troubleshooting scenario through every layer – LLM, Agent, Tool Calling, and MCP – so you can see exactly how the pieces fit together and where each one stops.

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