Who is responsible for debt incurred in nursing facility if the POA changes during the time the debt is being paid on?

The principal is responsible for their own debts. A Power of Attorney doesn't create any obligations in the attorney-in-fact to take personal responsibility for the debts of the principal unless the AIF mishandled funds.