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LLMs need deterministic verification to enable a quick and short feedback loop before they become really powerful. Software is uniquely positioned to provide this feedback loop. Much less in other industries.

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Hasn't this already arrived in the form of decision models like Jev?

This is entirely untrue. Go ask ChatGPT a complex tax question and decide if you need to call your accountant and spend $500 to verify the answer.

Asking questions is not the same as doing work.

Ask your ChatGPT if it thinks LLM answers are deterministic or not.

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