When stating Turán's theorem, the Turán graphs are often used to give an upper bound on the possible number of edges in a graph without a clique of a certain size. This bound can also be proven explicitly (see this for different ways to state/prove the theorem).
But when the Turán graph is used, the number of its edges must be determined somehow. Wolfram gives us a number, but I really need to derive it somehow. So, again, in short: How is the number of edges in a Turán graph derived?
Let $T_{n,k}$ denote the Turán graph on $n$ vertices with no $(k + 1)$-clique. Then Turán's Theorem tells us that: $$ e(T_{n,k}) = \left\lfloor \left(1 - \frac{1}{k} \right)\frac{n^2}{2} \right\rfloor $$ The links you provide give several proofs as to how this expression is derived. For a less rigorous way to think about it intuitively, imagine a complete $k$-partite graph on $n$ vertices where each partite set has roughly the same number of vertices: $n/k$. Since there are $\binom{k}{2}$ distinct pairs of partite sets and for each pair we can add all $(n/k)^2$ possible edges, we obtain: $$ e(T_{n,k}) \approx \binom{k}{2} \cdot \left(\frac{n}{k} \right)^2 = \frac{k(k - 1)}{2} \cdot \frac{n^2}{k^2} = \frac{k - 1}{k} \cdot \frac{n^2}{2} = \left(1 - \frac{1}{k} \right)\frac{n^2}{2} $$