This paper investigates the creative process of automated design and artistic evaluation using an evolutionary system. We consider how a multimodal artificial intelligence (AI) model can communicate and guide a combined generative and evolutionary computational system. This creates a framework for the evolution of aesthetically pleasing complex 3D organic forms by integrating genetic algorithms with the visual reasoning capabilities of large-scale AI foundation models. The framework shifts the artist role from that of intensive direct selection to one of system design; transferring detailed step-by-step curation to an AI agent capable of multimodal aesthetic judgement. This framework enables the human artist/designer to rapidly traverse large areas of multi-dimensional evolutionary parameter space to find creative outcomes based on their semantic targets. Detailed audit trails of the AI's aesthetic reasoning are generated for each experiment. Interactive visualisation tools, together with AI-generated summaries and evolutionary narratives, enable deep exploration into each evolutionary experiment and providing a transparent insight into the AI-guided process.

翻译：本文研究利用进化系统实现自动化设计与艺术评估的创作过程。我们探讨多模态人工智能模型如何与生成式与进化计算组合系统进行通信与引导，通过整合遗传算法与大规模AI基础模型的视觉推理能力，构建用于进化生成符合美学标准的复杂3D有机形态的框架。该框架将艺术家角色从密集的直接选择转变为系统设计者，将逐步精细化的策展工作转移至具备多模态审美判断能力的AI智能体。这种框架使人类艺术家/设计师能够快速遍历多维进化参数空间的广阔区域，基于语义目标探索创意产出。针对每次实验生成详细的AI审美推理审计轨迹。交互式可视化工具结合AI生成的摘要与进化叙事，使研究人员能够深入探索每次进化实验，并为AI引导的创作过程提供透明化的洞察。