We review recent progresses on jet quenching measurements by PHENIX. With increased statistics, PHENIX has gone beyond the single hadron suppression R AA , and made measurements on multiple jet quenching observables, such as v 2 , I AA and v I AA 2 . We argue that, by combining these observables together, one can achieve a better understanding of the energy loss mechanism. We present new γ-hadron correlation results with associated hadrons extended to low p T ; an enhancement has been observed, suggesting a contribution of genuine medium response that is relatively unbiased by the initial geometry fluctuations. The status of full jet reconstruction and future perspective of PHENIX jet quenching program are discussed.