Vinko Novak contrasts AI as search replacement with AI as delegation and argues that many teams confuse feeling faster with operating near the actual frontier of speed.
This article draws a line between two modes of AI-assisted development: asking a model questions inside a chat window, versus designing agents that execute repeatable work end-to-end.
Its central claim is that many developers overestimate their effectiveness because AI makes them feel faster than before, even though they are still far from the actual productivity frontier.
The practical recommendation is to start with a small repeatable task, document it clearly and let an agent run it with minimal human orchestration.
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