When building a toy demo where we taught GPT4 how to perform queries against a specific Postgres schema, we had to use a lot of those "I repeat", "AGAIN YOU MUST NOT", "please don't", etc. to avoid it embedding markdown, comments or random text in the responses where we just wanted SQL statements.
It was a facepalming experience but in the end the results were actually pretty good.
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