Proof $\liminf_{n\rightarrow\infty}a_n=\limsup_{n\rightarrow\infty}a_n=\lim_{n\rightarrow\infty}a_n$

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I am having some issues with understanding a particular step in a proof given in my book of the theorem that states: "We have that $(a_n)$ is convergent if and only if $$\liminf_{n\rightarrow\infty}a_n=\limsup_{n\rightarrow\infty}a_n$$ and in this case $\lim_{n\rightarrow\infty}a_n=\liminf_{n\rightarrow\infty}a_n=\limsup_{n\rightarrow\infty}a_n$."

The problem I have is where they prove that if $\liminf_{n\rightarrow\infty}a_n=\limsup_{n\rightarrow\infty}a_n=a$, then $(a_n)$ converges to $a$.

This is their proof: Let $\varepsilon>0$. There exists an $N\in\mathbb{N}$ such that $u_n:=\sup_{k\geqslant n}a_k\in(a-\varepsilon,a+\varepsilon)$ and $l_n:=\inf_{k\geqslant n}\in(a-\varepsilon,a+\varepsilon)$ for all $n\geqslant N$. This proves that for $n\geqslant N$ we have $a_n\leqslant\sup_{k\geqslant n}a_k<a+\varepsilon$ and $a_n\geqslant\inf_{k\geqslant n}a_k>a-\epsilon$.

This is not the end of the proof, but this is where they loose me, because I don't see why this per se proves that $\sup_{k\geqslant n}a_k\geqslant a_n$ or $\inf_{k\geqslant n}\leqslant a_n$ for $n\geqslant N$. Because it could still be possible that, for instance for a decreasing series, there are elements $a_n$ that are larger than the supremum of the tail $k\geqslant n$? And likewise for the infimum. I first thought that it might be because you know that $\sup_{k\geqslant n}a_k>a-\epsilon$ and for $n\geqslant N$ you could say that $a_n>a-\varepsilon$, but I think you're already using the assumption of convergence then and that still does not really show that $\sup_{k\geqslant n}a_k>a-\epsilon$.

Any help and insight on what I am missing here would be much appreciated!