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本文提出 Reels-RSI,一个开源的可编程短视频(explainer reel)导演系统,将讲解视频视为程序而非像素,通过代码层面的日志、可执行规则与回顾反思实现 agent 的程序级自我改进,并在 111 个 reel 的实验中验证了规则审计效果及偏好信号的失败模式。
This article introduces an open-source project called lemo-opuscar, which uses Claude Opus 5.5 to render videos frame-by-frame via code, add soundtracks, and mix, creating 39 different video styles without relying on traditional video generation models.