Private debt is a kind of non-public issuance of bonds, which means that the issuer and a specific investor sign a bond issuance agreement through private consultation to raise funds, not corporate bonds.
Private bonds are usually not publicly issued on stock exchanges, but raise funds from specific investors through private placement.