QCD jets, the hadronic remnants of hard-scattered quarks and gluons, are produced copiously in high energy colliders. Heavy ion collisions at RHIC put QCD jets to a new use, with jet energy loss ("jet quenching") providing an in-principle calibrated and calculable probe of hot QCD matter. Jet quenching is by now well established experimentally, through several measurement channels. However, full jet reconstruction in heavy ion collisions is challenging due to large event background, and jet quenching measurements have thus far relied on high pT hadron distributions, which give a biased and incomplete view of the fate of jets in hot matter. In a surprising recent theoretical development, it turns out that the precision of jet measurements needed in the search for new physics in high luminosity (1034) p+p collisions at the LHC is similarly limited by large background (pile-up) effects, and that similar QCD-based techniques can be used for jet signal/background discrimination in high lumi p+p at the LHC and in heavy ion collisions at both RHIC and LHC. In this talk I will briefly review the jet quenching story at RHIC, and then discuss the application of these new jet algorithms to STAR heavy ion collision data and the prospects for truly unbiased jet measurements in heavy ion collisions at RHIC and the LHC.