I feel like we need an "anti-tip" in the "Performance Tips" section, 
explaining that f(x::Int) = x+1 is no faster than f(x) = x +1, and is less 
useful because it is less generic.

This has got to be the most common confusion about Julia performance, and 
is very natural for people coming from other languages.

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