Most "AI Agents" Are Just Flowcharts With Good Marketing

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Few months ago, I was looking at some vendor pitches and internal project ideas that everyone was calling "smart AI agents." When I looked under the hood at the system logs, I saw the exact same simple setup almost everywhere: a basic flowchart that asks an AI to write a piece of text, and then sends that text to an API.

Calling every basic script an "AI agent" has become a bad habit in tech. But when you test these simple scripts on real business data and messy company systems, they break immediately.

Real value from AI agents doesn't come from a chat screen that writes a nice email or generates a SQL query. That is just a small tool that saves a few clicks.

In my work building large data systems, I have learned that real value only happens when an AI can actually finish a job, verify that...

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