When we talk about AI-assisted coding, most people think of “throw requirements into the model and hope it builds something decent.”

That may work for small scripts.

But in real engineering projects, this usually leads to disaster: inconsistent coding styles, chaotic architecture, missing documentation, and eventually a giant pile of technical debt.