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> I find it very difficult to learn a new thing by reading it, vs by doing it.

The whole point of the discussion about LLMs in our field is exactly what you say. Yes, we do often find ourselves doing new things. They are exciting the first and the second time we do them. Later they become a chore.

When you’re doing something that requires a lot of typing for the 17th time… why! Like, how many times are you going to write that golang http server scaffold. Or, how many times are you going to create that new terraform project with those same modules. I hear people say “oh yeah, write a generator”. To which my answer is: do you have a budget for it, or do I need to invest my own time.

It’s possible to guard the model so that it acts according to your expectations. Just invest the time in that tooling. It’s as exciting as any other problem. You learn the domain by writing software guardrails, your effort results in a software analysis of the business domain problem. It’s a much more valuable and rewarding work than writing some code.