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Manfred comments on To contribute to AI safety, consider doing AI research - Less Wrong
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There is also an argument for doing stuff that's less in vogue right now.
Sure... but machine learning is very important for AGI, it's not going to suddenly get replaced with hand-designed agents. This advice might apply better to subfields, like deep neural networks vs. hierarchical Bayesian models.