Our mathematical definitions say that it does not end. We've defined addition so that any number + 1 is larger than that number (i.e. x+1 > x).
You're probably confused, because you think infinity is a concrete thing/number. It's not.
In actual higher-level maths, no one ever does calculations with infinity.
Rather, we say that if we insert an x into a formula, and then insert an x+1 instead, and then insert an x+2 instead, and were to continue that lots of times, how does the result change?
So, very simple example, this is our formula: 2*x
If we insert 1, the result is 2.
If we insert 2, the result is 4.
If we insert 82170394, the result is 164340788.
The concrete numbers don't matter, but we can say that as we increase x towards infinity, the result will also increase towards infinity.
(The result is not 2*infinity, that doesn't make sense.)
Knowing such trends for larger numbers is relevant for certain use-cases, especially when the formula isn't quite as trivial.
I'm not sure anyone has really provided a complete explanation of what is the difference between working with an absolute infinity and the way we do math normally in science and such.
Basically, no one has found the idea of using an absolute infinity to explain the world to be better than the way we deal with infinity in college courses. In college, you run across the idea that some infinite sets are larger than others (countable numbers vs uncountable). Edit - I think you could have the idea of different sized infinities and a final largest absolute infinity. Itโs just that this concept isnโt useful. It would be like claiming God is purple. Nobody can prove you wrong and it doesnโt matter.
Of course, an infinite set makes sense in math, and has practical uses in the sciences, but nothing can truly be demonstrated to be unending. Another poster put it nicely - infinity is a direction, not a destination.
I recommend this video How to count past infinity by Vsauce (about 20 minutes long). It is closer to entertainment than a lecture but its pretty good. I'm only an undergrad math major but I haven't found any real problems with this video (though, he does start talking about ordinal numbers which aren't terribly useful to anyone that I know of, yet, except for some really complicated number theory stuff cryptographers might use, don't ask me. cryptographers are basically wizards imho).
The question doesn't make sense, there are many things which have an infinite quality (like infinite cardinality) or are called infinite/infinity (like infinite cardinals and ordinals). They're not contradictory. They coexist the same as all finite things do.