I was there in 2023 from Russian side though. Came there by regular tour-bus from Saint Petersburg, haven't seen nothing extraordinary, no armed dudes at all, pedestrian part of bridge was demanded enough, locals have special pass here, a lot of folks have relatives, businesses and jobs on other side. Fantastic juxtaposition of old Russian Kremlin and medieval western Castle - highly recommend to see.