AI-AI Esthetic Collaboration with Explicit Semiotic Awareness and Emergent Grammar Development
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Abstract (arXiv)
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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References · 5
- 2017Emergence of Grounded Compositional Language in Multi-Agent Populationscited by 263
- 2016Multi-Agent Cooperation and the Emergence of (Natural) Languagecited by 185
- 2020Emergent Multi-Agent Communication in the Deep Learning Eracited by 170
- 2017Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbolscited by 125
- 2019Biases for Emergent Communication in Multi-agent Reinforcement Learningcited by 48
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