Doable as long as nobody gets sick and requires the attention of a doctor.
Living on $10k doesn't have to mean only having income of $10k. I personally say "we live on $50k" but our income is more than 3x that.
It might be easier to start with a goal of maybe 80% first before moving to 50%? Seems overly ambitious to start with.