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But how do you know it's given you the correct answer? Just because the code appears to work it doesn't mean it's correct.

But how do I know if my hand-written jq query is the correct solution? Just because the query appears to work it doesn't mean it's correct.

Because I understand the process that I have followed to get to the solution.

It can explain its solution. Point to relevant docs as well.

It can also very convincingly explain a non-solution pointing to either real or hallucinated docs.

You need to look at the docs.

Omg this is how llms used to trick me inventing out all these apis.

Look at the docs it links to.