The story
Apparently modeled on handsome is as handsome does. Attested since at least 1862, but popularized (perhaps independently) by the 1994 film Forrest Gump.
Etymology from Wiktionary, CC BY-SA 4.0.
stupid is as stupid does
Today it means: Stupid behaviour indicates stupidity. Full definition →