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Quick note — I think you have a small typo here:

The operating margin including impairment is 4.6% and excluding impairment is 3.9%.

^^ need to flip the words including and excluding.

This example made me think about the importance of human coding in AI. The genius of google search is that it uses human eyeballs + a lotttt of other data to code which websites are best. What is the equivalent, scalable check on large language models?

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