快手推出的 Kwali AI 视频制作助手通过云端多 Agent 框架，简化了视频制作流程。用户只需输入需求，Kwali 即可自动拆解卖点、受众和情境标签，并生成脚本、匹配镜头、剪辑合成，大幅提升了效率。
字节跳动推出USO模型，统一风格与主题优化，解决AI图像生成中风格与主题的矛盾。该模型通过数据驱动，实现风格相似性与主题一致性的平衡，推动行业进步。
USolver是一个模型上下文协议服务器，提供组合优化、凸优化、整数规划和非线性优化问题的求解工具，支持多种求解器如highs、ortools、cvxpy和z3。
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