What is the link between Random Forest and decision boundary fractalization?

Random Forest can create increasingly complex, fractal-like decision boundaries as depth and trees increase.

As tree depth increases, partitions become finer, and ensemble averaging over many such trees leads to highly intricate boundary structures. These boundaries can exhibit self-similar complexity at different scales, resembling fractal geometry in high-dimensional feature space.