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It's not really "all this work," once you have good prompts you can use them to crank out a lot of code very quickly. You can use it to crank out thousands of lines of code a day that are somewhat formulaic, but not so formulaic that a simple rules based system could do it.

For example, I took text document with headers for table names and unordered lists for table columns, and had it produce a database schema which only required minor tuning, which I then used to generate sqlmodel classes and typescript types. Then I created an example component for one entity and it created similar components for the others in the schema. LLMS are exceptionally good at this sort of domain transformation, a decent engineer could easily crank out 2-5k lines/day if they were mostly doing this sort of work.



Now your description of "good prompts" to reuse has created an abomination in my mind. I blame you.

The abomination: prompts being reused by way of yaml templating, a Helm chart of sorts but for LLM prompts. The delicious combination of yaml programming and prompt engineering. I hope it never exists.




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