I disagree that "most compiled languages... are fast to compile." Scala is relatively slow to compile (I've seen Spark take over an hour to build). OCaml and SML are none too speedy to compile. Rust's compiler is rather slow (they're going to focus on speeding it up, I have heard.) It seems like most compiled languages that people actually use are slow to compile.
Go is a big exception due to its conscious decision to focus on fast compile times. This choice wasn't free-- it involved carefully considering tradeoffs. For example, Go compiles source code files unit-by-unit, forgoing global optimizations in the name of time. The grammar of the language is simpler, in order to enable more efficient parsing. Features like operator overloading are not present. It is trivial to tell what is a function call what is not-- there is no "syntactic sugar" like Ruby's function calls without parens.