My problem is actually that IDEA doesn't recognise that the project I'm working on (no matter which one) is a Gradle Script Kotlin based one. It doesn't offer me all of the new features they mentioned in the blog post, but instead "offers" me to add Kotlin support to my project, which actually fails if I press Okay because it can't find build.gradle (which isn't present when using GSK)