Contemporary architecture often prioritizes humans at the expense of ecological balance, distancing us from nature and other species. This thesis envisions a future where buildings evolve into living, adaptive frameworks that foster interspecies mutualism. By integrating third-order cybernetics, machine learning, and AI, architecture can become a mindful mediator, enhancing relationships between humans and other species. These structures will adapt dynamically to the changing needs of their occupants, embracing flexibility and evolution to create harmonious, ecologically integrated environments.