快手推出的 Kwali AI 視頻製作助手通過雲端多 Agent 框架，簡化了視頻製作流程。用戶只需輸入需求，Kwali 即可自動拆解賣點、受衆和情境標籤，並生成腳本、匹配鏡頭、剪輯合成，大幅提升了效率。
字節跳動推出USO模型，統一風格與主題優化，解決AI圖像生成中風格與主題的矛盾。該模型通過數據驅動，實現風格相似性與主題一致性的平衡，推動行業進步。
USolver是一個模型上下文協議服務器，提供組合優化、凸優化、整數規劃和非線性優化問題的求解工具，支持多種求解器如highs、ortools、cvxpy和z3。
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