How do you define new though? The game from OP never existed before although components are common in other games.
An AI certainly can and will create a new fun game in a target period. It may require some instruction to brainstorm, or a source of statistical noise, but I am certain it can do it.
Why can't we have normal conversations without getting questioned in this weird way?