Lurk in the ground floor hall too frequently and he'll begin to place hidden cameras. Make a habit out of entering through the backyard window and he'll begin to set traps there.
As you make your way further through the deceptively complex home, the neighbor learns from your mistakes.
While the neighbor may not evoke terror in appearance, the AI is not to be underestimated.