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LLMs, RAG, Agents, MCP: The AI Evolution You Must Know (A Visual Explanation)

AI Evolved From a Chatbot to a System. Here’s the Full Story Nobody Tells You.

10 min readMay 7, 2026

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Most people think AI is just a chatbot.

That idea is already outdated.

Modern AI systems browse the web, remember your preferences, execute code, query databases, call APIs, coordinate workflows, and operate like software employees.

The jump from “prompt box connected to ChatGPT” to all of that did not happen because models got smarter. It happened because the architecture changed.

Every layer of the modern AI stack exists because the previous layer failed in some important way. Understanding why each evolution happened is the fastest path to understanding how any serious AI product works today.

This is that story.

I am going to explain every stage of AI in this article, from LLMs to MCP, in a visual and in-depth manner.

Quick aside: If you’re getting value from these breakdowns, you can support me on Ko-fi; it helps me keep publishing more such helpful content.

Some of my products you can check out:

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Towards AI
Towards AI

Published in Towards AI

We train AI Engineers. We deploy Enterprise AI. Join 100K+ AI practitioners at Towards AI Academy or reach out for help making your company AI native. towardsai.com