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If no media is currently playing or paused and you press the Play button by mistake, the Music app opens. It's extremely annoying.

You can get rid of this with

launchctl unload -w /System/Library/LaunchAgents/com.apple.rcd.plist

Unfortunately, when I tried it, it made the media keys stop working entirely, not just stopping Music from opening.