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Irina Rish–AGI, Scaling and Alignment

The Inside View

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Is It Better to Build Generalist Agent or Not to Fine-Tune?

I mean, there is trade-off to an extent like you could possibly get better performance if the agent is more specialized or fine-tuned. But then you might lose the possibility of having good performance on different types of tasks. I think that basically the same incentive with generalist agent like it was with meta-learning. It's much easier from that type of initialization to get your specialized narrow kind of agents if you really need in particular applications.

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