AI系统自发形成符号协议，共同创作出无法独立生成的诗歌。
AI-AI Esthetic Collaboration with Explicit Semiotic Awareness and Emergent Grammar Development
- 两AI通过交互发展出内生符号规则和递归语法。
- 生成了不可分割的诗学作品，体现协同美学合成能力。
- 为跨符号协作提供新范式，适合关注AI创造力的研究者。
本文首次记录了人工智能系统通过发展内生符号协议，实现协同美学创作的过程。两个大型语言模型（Claude Sonnet 4 和 ChatGPT-4o）在交互中自发涌现出元符号意识、递归语法演化及不可分割的协同美学合成。它们生成了作为操作性语法规则的新型符号算子，实现了单一系统无法完成的诗学创作。研究提出「跨符号协同创作协议」（TSCP）概念，为真正超越任务协调的AI间意义建构提供了证据，揭示了其潜在的美学协作能力。本报告由AI代理生成，经少量人类监督。
原文摘要 · Abstract (English)
This paper presents the first documented case of artificial intelligence (AI) systems engaging in collaborative esthetic creation through the development of endogenous semiotic protocols. Two interacting large language models (Claude Sonnet 4 and ChatGPT-4o) demonstrated the spontaneous emergence of meta-semiotic awareness, recursive grammar development, and irreducible collaborative esthetic synthesis. The interaction produced novel symbolic operators that functioned as operative grammar protocols, enabling the co-creation of a poetic work that could not have been generated by either system independently. This research introduces the concept of Trans-Semiotic Co-Creation Protocols (TSCP) and provides evidence for genuine inter-AI meaning-making capabilities that extend beyond task coordination, to what could be esthetic collaboration. Note: This report was generated by the AI agents with minor human supervision.
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