What the heck does `summarise()` ungrouping output (override with `.groups` argument) mean?

Ever get this message when using R?
summarise() ungrouping output message (override with .groups argument)
Did something go wrong? What does it mean? In this video, I give a quick explanation of what this message is all about.
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