The Fluent UI refresh is available behind a hidden feature flag, even in the non-preview release. Install the Feature Flags VS extension, then go to Tools > Options > Environment > Feature Flags, disable Shell.ClassicStyle, and enable Shell.ExperimentalStyles. Restart the IDE and you will see the new styles.