You’re on the right track. The amount of matter and energy will remain the same and more ‘space’ is created as the universe expands. One possible outcome of this would be the ‘heat death’ of the universe.
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In places like galaxies, gravity also counteracts the expansion of space. Most of the expansion happens in the emptier areas between gravity wells.
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