Individual skill
gan-style-harness
受GAN启发的生成器-评估器代理框架，用于自主构建高质量应用。基于Anthropic 2026年3月的框架设计论文。
docs/zh-CN/skills/gan-style-harness/SKILL.md
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- ai-agents Repository topic
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# GAN 风格编排技能
> 灵感来源于 [Anthropic 的长时间运行应用开发编排设计](https://www.anthropic.com/engineering/harness-design-long-running-apps)（2026年3月24日）
一种多智能体编排，将**生成**与**评估**分离，形成对抗性反馈循环，推动质量远超单个智能体所能达到的水平。
## 核心洞察
> 当要求评估自身工作时，智能体是病态的乐观主义者——它们会赞美平庸的输出，并说服自己忽略真正的问题。但设计一个**独立的评估器**并使其极度严格，远比教会生成器自我批评要容易得多。
这与 GAN（生成对抗网络）的机制相同：生成器负责产出，评估器负责批评，这种反馈驱动下一轮迭代。
## 适用场景
