  We discuss a model for associative submanifolds in $G_{2}$-manifolds with K3
fibrations, in the adiabatic limit. The model involves graphs in a 3-manifold
whose edges are locally gradient flow lines. We show that this model produces
analogues of known singularity formation phenomena for associative
submanifolds.
