Twitter started off as a low-effort life blog, and is now almost entirely a platform for amplifying celebrities and politicians. It definitely needs more normal people tweeting about normal things.
Twitter has loads of normal people tweeting about normal things, but they are down in the very, very long tail, and ~nobody follows them. Into the void they scream.
