jsteinhardt comments on Do biases matter? - Less Wrong Discussion
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A better analogy in science would be a maze with 10^10 possible branches. Without considering which branch to take, no one is going to find the finish.
Sure. In reality it is still going to require some narrowing down. But once you have reduced it to a few cases the best thing might be to just guess.