Technically, the file-sharing path mirrored contemporary leak culture. Aggregators, mirror sites, and encrypted chat groups funneled copies outward; each new mirror multiplied the track’s reach while erasing a clear chain of custody. Metadata scraped from the MP3s offered few answers — creation timestamps were often overwritten, and ID3 tags carried only user-generated labels like “ChitChat_final_v1.mp3.” That lack of provenance made it difficult to determine whether the vocals came from studio outtakes, live recordings, or AI-generated mimicry trained on existing catalogues.