MetaDesigner revolutionizes artistic typography synthesis by leveraging the strengths of Large Language Models (LLMs) to drive a design paradigm centered around user engagement. At the core of this framework lies a multi-agent system comprising the Pipeline, Glyph, and Texture agents, which collectively enable the creation of customized WordArt, ranging from semantic enhancements to the imposition of complex textures. MetaDesigner incorporates a comprehensive feedback mechanism that harnesses insights from multimodal models and user evaluations to refine and enhance the design process iteratively. Through this feedback loop, the system adeptly tunes hyperparameters to align with user-defined stylistic and thematic preferences, generating WordArt that not only meets but exceeds user expectations of visual appeal and contextual relevance. Empirical validations highlight MetaDesigner's capability to effectively serve diverse WordArt applications, consistently producing aesthetically appealing and context-sensitive results.

翻译：MetaDesigner通过利用大型语言模型（LLM）的优势，开创了一种以用户参与为核心的设计范式，从而彻底革新了艺术字体合成领域。该框架的核心是一个包含流程代理、字形代理与纹理代理的多智能体系统，这些代理协同工作，能够实现从语义增强到复杂纹理施加的定制化艺术字创作。MetaDesigner集成了一套全面的反馈机制，通过融合多模态模型的洞察与用户评估结果，迭代地优化设计流程。借助该反馈循环，系统能够精准调整超参数以适应用户定义的风格与主题偏好，生成的艺术字不仅满足更超越了用户对视觉吸引力与语境相关性的期待。实证验证突显了MetaDesigner在多样化艺术字应用场景中的高效服务能力，其生成结果始终兼具美学吸引力与语境敏感性。