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Does the "you are an expert" kind of prompt really work? Role playing may help if you want to direct the focus of the LLM in a particular way (as explained in the article), for example by focusing on security, performance, style, etc...

But I am skeptical over the idea that asking a LLM to be an expert will actually improve its expertise. I did a short test prompting ChatGPT do be an "average developer, just smart enough not to get fired", an "expert" and no persona. I got 3 different answers but I couldn't decide which one was the best. The first persona turned out quite funny, with "meh" comments and an explanation about what the code "barely" does, but the code itself is fine.

I fear that but asking a LLM to be an expert, it will get the confidence of an expert rather than the skills of an experts, and a manipulative AI is something I'd rather not have.



This used to work but new thinking models made this unnecessary for the most part.




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