From SEO manager to SEO agency owner

Has anyone here transitioned from being employed at an agency with a stable paycheck to quitting and starting an agency of his own?

How did you do it? How long did it take to fully transition into your new role as a business owner? What do you wish you knew before making the jump that could have saved you time, money and frustration?