Boosted versions of Biggie Smalls vocals have circulated widely as short online edits, where producers raise the volume and thicken the bass to make a familiar rap delivery hit harder in a few seconds. The format fits the short-form era perfectly, because the voice is instantly recognisable and the boosted mix works as a punchline on its own. Creators keep returning to it for hype and confidence moments, and its appeal comes less from a single video than from repeated reuse across edits, streams and memes that treat Biggie's delivery as shorthand for swagger.