The beautifully named 32024R1689, aka AI Act, prohibits a lot of random stuff. It definitely makes many AI efforts into a legal minefield. It does not just cover live facial recognition in public spaces, which I personally could live without.
"Private parties" refer to non-governmental entities, such as individuals or businesses. You may be acting on a governments behalf, but I am not.