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This project presents a modular, pet-inclusive furniture system for rural and suburban areas, where human-animal interactions are part of daily life. As these spaces urbanize, their public furniture remains outdated. The project integrates AI as a generative tool, enabling a rapid and controlled workflow, through tools like image-to-3D diffusion and prompt-based iteration. The outcome is a context-aware, modular system of benches, stools, and chairs that form micro-architectures for rest, interaction, and coexistence. This approach rethinks spatial design through an AI-human collaborative method that is efficient and inclusive.