Non-recourse debt is a type of financing where the lender's only recourse in case of default is to seize the collateral. Qualified non-recourse financing meets IRS requirements, offering tax advantages. Recourse debt holds borrowers personally liable, increasing risk but allowing for more deductions and tax planning strategies.