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Beauty contest with a known crowd

Asked at Jane Street

You are in a two-thirds-of-the-average game with 100100 other players, and you happen to know the room's composition: 5050 of them are "naive" and will pick around 5050, and the other 5050 are "one-step" thinkers who best-respond to the naive and will pick around 3333. The winner is closest to two-thirds of the average of everyone's numbers, yours included.

What should you pick?

Your answer

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