I’m reading Nora Hartsfield and Gerhard Ringel’s Pearls in Graph Theory , during introduction on cage, it says ( in 1994) :
“The unique 7-cage is the McGee graph of Figure 4.2.6. The unique 8-cage is the Tutte-Coxeter graph shown in Figure 4.2.7. The 9-cage is not known. There are three distinct 10-cages....”
Seems constructing a graph of a particular property is quite hard! Though 9-cage is known now , according to wiki it has 58 vertices.
I wonder, how would mathematicians start constructing a graph? Surely it can’t rely on luck only , is there any trick ? Or computer could be used to do a brute force search?
Questions from algebraic graph theory are a natural source of such graph constructions. Namely, when you start asking questions about automorphism groups of graphs then you run into these kind of examples or more often counter-examples.
Some examples can be found here: https://en.wikipedia.org/wiki/Graph_automorphism#Graph_families_defined_by_their_automorphisms.
I also recommend reading at least the first few chapters of "Algebraic Graph Theory" by Chris Godsil and Gordon Royle to get a feel for how these famous graphs (again, often constructed as counter-examples) or even whole graph families were constructed by investigating automorphism groups of graphs.