There's a time limit on editing posts to stop human new-user spam-bots posting something innocent (which gets approved) and then editing the post later to embed links to whatever thing/service they're pushing. Pretty standard config for forums.
That makes sense now as to why I was unable to edit posts earlier. I am now able to as I am no longer considered a "new user"