The production on "Swimming" is notable for its eclecticism and sophistication. Miller collaborated with a range of producers, including Kanye West, No I.D., and Thundercat, to create a sound that is both cohesive and diverse. The album features a mix of jazzy, soulful instrumentals and more traditional hip-hop beats, with Miller's vocals often blurring the lines between rapping and singing.
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