Oxy-fuel moderate or intense low-oxygen dilution (oxy-MILD) combustion is a promising technology to control NO x emissions while achieving large-scale CO 2 capture in gas-fired industrial furnaces. However, oxy-MILD combustion still presents challenges at high initial oxygen levels, where less satisfactory thermal uniformity and even high NO x emissions may occur. To address these challenges, this paper reports a novel non-premixed oxygen/recycled flue gas (O 2 /RFG) jet burner, whose novelty lies in that O 2 and RFG are separately supplied (where RFG serves as a "barrier gas" between fuel and oxygen jets to delay their mixing before reaction) rather than premixed with each other conventionally. Meanwhile, an improved GRI-Mech 3.0 model is proposed to predict prompt-NO formation via the NCN pathway more accurately by adding the NCN, HNCN, and HNC reaction subsets. Using the improved GRI-Mech 3.0 model, the performances of the non-premixed O 2 /RFG jet burner and its difference from those of the premixed one during methane oxy-MILD combustion are evaluated at different oxygen concentrations of 25−35 vol % in a laboratory-scale furnace. In particular, NO formation and reduction via thermal, prompt, N 2 O-intermediate, NNH, and reburning pathways are revealed in addition to combustion and heat transfer characteristics. Results show that, compared to the premixed one, the non-premixed O 2 /RFG jet burner can sustain oxy-MILD combustion at a higher initial oxygen level, where better temperature/heat flux uniformity is obtained in a larger reaction zone. What's more, NO emissions can be reduced by 14.8− 64.9% if air leakage occurs, mainly due to less NO formation via N 2 + O → NO and N 2 O + H/O → NO in the thermal and N 2 Ointermediate pathways; also, the efficiency of NO reduction via HCCO/CH i=0−3 + NO reactions is enhanced by 2.3−8.6% when doping 100−800 ppm of NO in the oxidizer. In conclusion, the non-premixed O 2 /RFG jet burner is recommended to be used to help establish/sustain oxy-MILD combustion at high initial oxygen levels in industrial furnaces, where further NO emission reduction can be achieved while improving thermal uniformity.