[thienannguyencv]

The real loss isn't discipline—it's the feedback loop. When you write code by hand, the friction in the process forces you to internalize it. You sense when something is wrong before you can say why. AI eliminates that friction, so you read the result instead of writing it, and reading is always easier than it should be. The specification/architectural solution works, but it's an external constraint replacing an internal one. A more profound solution might be to proactively find ways to bring the friction back-writing tests before reading the AI's output (maybe with AI support), retyping critical sections (with AI or not), anything that forces the writer to engage in the loop.