Intuitive way to understand "Run-Length Encoding"
"Run" doesn't mean "execution". It means "sequence of identical things", as in "the football team had a run of wins."

So the intuition is simply that it's more efficient to say "ten $a$'s" than "$aaaaaaaaaa$".