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Well claude can also refine it into smaller tasks and that’s where you can fix those major problems in production issues.

You can use an LLM to generate that list of tasks.

And how does a new grad that's never actually programmed know whether that list of tasks makes sense?

It’s the hard part which is why these tools are so great, the writing of code was the tedious part