In this study, an energy-efficient processing route involving hot rolling, direct quenching, and air cooling partitioning (DQ&P) is proposed for the large-scale industrial production. The carbon partitioning is completed through waste heat of the steel coils. The effect of quenching temperature (QT) and the kinetics of non-isothermal carbon partitioning were investigated in a low carbon steel 0.19C-1.5Si-1.6Mn (wt%). A stable volume fraction of retained austenite (RA) %11.1-13.5% is obtained in the QT range of %240-360 C, which provides a wide quenching window for industrial production. In addition, when the QT was 320 C, the carbon partitioning was adequate at cooing rate of less than 1 C s À1 and the volume fraction of RA was more than 11%. When the cooling rate is increased to 5 and 10 C s À1 , %10% RA with high carbon content of %1.3 wt% is interestingly obtained. A large scale industrial coils of hot Q&P (Quenched and Partitioned) steel is successfully produced using a commercial steel 0.13C-1.2Si-1.5Mn-0.25Cr (wt%). The mechanical properties are uniform for the entire steel coil with tensile strength of %1258-1319 MPa and total elongation of %13.7-16%. The present work confirms the viability to introduce Q&P process in the hot rolling production line.