I think the first like inconvenient truth right now is that OpenAI is way better than everybody else. I won't name other companies because I don't care about insulting Google as much, but they're not anywhere close. For something like us, like performance is absolutely critical in medicine. And so we definitely need to use GPT-4. We need to build on it in pretty robust ways to be able to get the performance we want. It's everything from safety and rigor and sort of unit testing to good prompt engineering,. To guardrails, to all sorts of algorithmic improvements.

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