Driver does not support xbacklight API, but brightness can be set via sysfs.
Solution: Use cbacklight (needs root).
I have experienced some screen flickering issues with Firefox, they disappeared when I disabled PSR (kernel parameter i915.enable_psr=0).
The guides at iFixit are often useful.
Info collected by Hanno Böck