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if you do for some reason generalize maladaptively to thinking this didn't work and I tried this, this didn't work, and I tried this and I'm really bad at this. That can lead not only to loss of motivation, but what we might call clinical depression.
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This is eye opening data. And again I'll note that Vercel (like OpenRouter) is a very small fraction of all AI spend, and tilts towards certain customers and use cases. The trends on each might be canaries in the coal mine, but we can't yet generalize to industry-wide AI spend.
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24 August
12 August
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we find that the performance on held out tasks decreases dramatically. Whereas if we um just take out a random 20% of the data that's less diverse than the most diverse subset, the performance um only decreases a little bit. And so this suggests that actually having really diverse data plays an important role in enabling it to generalize to new tasks.
2 August
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