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Even if it's AI generated (or AI "improved"), I'll comment on the content:

> The learning loop got tighter. Ask a question. Inspect the answer. Run the code. Break it. Read the implementation. Correct the assumption. Try again.

This assumes that you have the resources (time and money/AI usage budget) and the interest to do that. If you do programming as a job rather than as a hobby, the time you can spend on things like this and the budget you can spare for it will be severely limited. Also, after you have finally coaxed the LLM into generating something that fits all the requirements without breaking in new and surprising ways, has code that's not ridiculously overengineered (that's probably the real reason behind vibe coding: as long as you don't look at the horror beneath the hood, you can tell yourself everything's fine), doesn't break some convention of the codebase and has the required test coverage and other metrics, you're not only out of time for the task at hand, but also more than ready to move on to something else.

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