They do post their press releases on their .gov website, and they do have RSS feeds:

https://www.sec.gov/news/pressreleases

https://www.sec.gov/about/sec-rss

It looks like their tweets just link to their press releases on their website, though they're in random order for me and I can't see whether they have any replies or whatever, so I could be missing something.