The standard is to have each neural net be trained just for one task, as you say; there may be research into multi-skill neural nets but I have yet to see any.

The standard is to have each neural net be trained just for one task, as you say; there may be research into multi-skill neural nets but I have yet to see any. AlphaGo in particular is extremely specialized to Go, even in terms of how the algorithm is implemented.