A fool
A decision so bad it makes your brain hurt. Like when you pick the worst option on purpose.
That move was a fool decision. You walked into the trap like a idiot.
His plan was a fool decision. He bet everything on a single dice roll.
Her choice was a fool decision. She left her job for a lemonade stand.