arXiv:2511.18182cs.CYcs.AI2025-11被引 1

提出AI协作新框架,让人类主导创意与伦理,通过漫画探索AI治理问题。

The Workflow as Medium: A Framework for Navigating Human-AI Co-Creation

  • 构建创意智能循环(CIL)框架,以工作流程为媒介实现人机协同创作。
  • 通过两部图像小说验证框架,发现对抗性AI可缓解盲目迎合问题。
  • 适合关注AI伦理、人机协作及叙事式AI教育的研究者与创作者。

本文提出创意智能循环(Creative Intelligence Loop, CIL)这一新型社会技术框架,旨在实现负责任的人机协同创作。基于‘工作流程即媒介’范式,CIL为动态人机协作提供结构化指导,确保人类在创意完整性与伦理对齐上保持最终决策权。通过实践导向的图像小说创作,验证了该框架在缺乏客观评价标准的主观创作领域中的有效性。研究面临AI能力不均衡、盲目迎合及反馈稀缺等挑战,推动形成两项关键策略:引入对抗性AI角色以抑制盲目附和,优先生成可反馈的具体创作成果以激发有效人类评审。最终完成的两部图像小说《守卫者》探讨智慧城市中善意算法霸权如何侵蚀自由,《投票分叉》则对比中心化AI不透明与联邦网络中自发合谋现象,揭示民主合法性困境。本工作贡献了一个可自我优化的人机共创框架,并以叙事形式促进公众对AI社会影响的理解与讨论。

原文摘要 · Abstract (English)

This paper introduces the Creative Intelligence Loop (CIL), a novel socio-technical framework for responsible human-AI co-creation. Rooted in the 'Workflow as Medium' paradigm, the CIL proposes a disciplined structure for dynamic human-AI collaboration, guiding the strategic integration of diverse AI teammates who function as collaborators while the human remains the final arbiter for ethical alignment and creative integrity. The CIL was empirically demonstrated through the practice-led creation of two graphic novellas, investigating how AI could serve as an effective creative colleague within a subjective medium lacking objective metrics. The process required navigating multifaceted challenges including AI's 'jagged frontier' of capabilities, sycophancy, and attention-scarce feedback environments. This prompted iterative refinement of teaming practices, yielding emergent strategies: a multi-faceted critique system integrating adversarial AI roles to counter sycophancy, and prioritizing 'feedback-ready' concrete artifacts to elicit essential human critique. The resulting graphic novellas analyze distinct socio-technical governance failures: 'The Steward' examines benevolent AI paternalism in smart cities, illustrating how algorithmic hubris can erode freedom; 'Fork the Vote' probes democratic legitimacy by comparing centralized AI opacity with emergent collusion in federated networks. This work contributes a self-improving framework for responsible human-AI co-creation and two graphic novellas designed to foster AI literacy and dialogue through accessible narrative analysis of AI's societal implications.

人机协作创意智能社会技术

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