The Evolution of AI Users

Where are you on the evolution chart?

Chatbot: You ask a question. It answers. You copy-paste. Autocomplete: Inline completions. Tab, tab, tab. Vibe Coding: You hand it a task and let it run. Fix what breaks. Repeat. Agentic Engineering: You define constraints, boundaries, and automated checks. Agents run work independently within those guardrails.

Most people I talk to are somewhere between Autocomplete and Vibe Coding. And Vibe Coding feels like the finish line. You describe what you want, the AI builds it, you ship. What’s left to improve?

Everything. Vibe Coding is hopium. It works until it doesn’t. You have no guardrails, no verification, no way to catch what the AI got wrong until it’s already in production. You’re shipping on vibes and hoping for the best.

The jump to Agentic Engineering is different from every other jump on this chart. Moving from Chatbot to Autocomplete is a tools upgrade. Moving from Autocomplete to Vibe Coding is a tools upgrade. Moving to Agentic Engineering is not. It’s a behavior change.

You stop telling agents what to type. You start defining what they can’t do. You stop reviewing every output. You start building automated checks that review for you. You stop directing every step. You start engineering the system that directs itself.

This isn’t new. This is what engineers have always done. Define constraints. Build verification. Iterate through well-scaffolded steps. Test before you ship. The discipline didn’t change because AI arrived. The medium changed, but the craft is the same.

Are you ready for that? More posts to come on what this actually looks like in practice.