In watchOS 4, audio apps can now launch automatically if you are using them on your phone. While this sounds good in practice, I found it quite annoying. Thankfully, you can disable it.
From the Apple Watch iPhone app, tap General → Wake Screen. Then, disable Auto Launch Audio Apps option.
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