Solve $n$th order determinant: $$ \begin{pmatrix} 1 & 2 & 3 & \cdots & n-2 & n-1 &n\\ 2 & 3 & 4 & \cdots & n-1& n& 1\\ 3 & 4 & 5 & \cdots & n &1 &2\\ \vdots& \vdots& \vdots& \ddots& \vdots& \vdots&\vdots\\ n-2 &n-1&n &\cdots &n-5 &n-4 &n-3\\ n-1 &n&1 &\cdots &n-4 &n-3 &n-2\\ n &1&2 &\cdots &n-3 &n-2 &n-1\\ \end{pmatrix} $$
I tried adding $2$nd to $n$th row to the $1$st row, then the first row is: $$ \begin{pmatrix} \frac{n(n+1)}{2} &\frac{n(n+1)}{2} \cdots \frac{n(n+1)}{2}\\ \end{pmatrix} $$ then I took out $\frac{n(n+1)}{2}$ from the first row to get $$ \begin{pmatrix} 1 & 1 & \cdots& 1\\ \end{pmatrix} $$ and then tried to work with that but I don't think this is the correct approach because anything I tried doesn't look nice.
This is a circulant matrix, where one can show the following formula for its determinant:
Determinant of circulant matrix
For
$$ A=\begin{pmatrix} a_1 & a_2 & a_3 & \cdots & a_n\\ a_2 & a_3 & a_4 & \cdots & a_1\\ a_3 & a_4 & a_5 & \cdots & a_2\\ \vdots & \vdots & \vdots & \ddots & \vdots\\ a_n & a_1 & a_2 & \cdots & a_{n-1}\\ \end{pmatrix} $$ we have $$ \det (A) = (-1)^{\left\lfloor\frac{n}{2}\right\rfloor}\prod_{j=0}^{n-1}\left(a_n + \sum_{k=1}^{n-1} a_k\omega_j^k\right), $$ where $\omega_j=e^{\frac{2\pi i j}{n}}$. In our case it is $$ (-1)^{n - 1}n^{n - 2}(n^2 + n)/2, $$ see OEIS, and
Interesting determinant problem