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Notes on building agentic systems that actually reach production, and on the parts that are harder than the demos suggest.

Agentic AI vs AI agents: what the difference actually means

The difference between agentic AI and AI agents, why it matters when you are buying, and the questions that reveal which one you are being sold.

A plain-English explanation of MCP servers: what they do, the three things they expose, how they connect to AI apps, and when you actually need one.

If something here matches a problem you are looking at, describe it and you will get a straight answer on whether agents are the right tool.