“Why can I not set my document library to the New experience?”

“Why can I not set my document library to the New experience?” the user asked me.

“Of course you can, let me show you”, I said confidently.
Over-confidently, as it turned out. Because there was no “Exit Classic View” link bottom left.

SharePoint Holmes and the Continuous Classic View