"LLMs can help non-programmers with no technical background get a foothold in doing something that used to require a LOT of technical knowledge to get started in, putting them in a better position to learn the technical stuff over time by providing a less steep learning curve" feels uncontroversial?
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How does usage map to actual amounts of tokens for different models? Well, the provider I pay makes it fairly clear, but the labs... don't. Which isn't great! But generally, smaller models consume less usage because they are cheaper to run.
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