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專家解讀 | 從OpenClaw看中國AI Agent落地：企業應用的機遇與挑戰（下）

2026-03-03

OpenClaw的爆火標志著AI應用范式轉變，預示著四個重要趨勢：從"對話"到"執行"的能力質變、從"單一Agent"到"多智能體協同"的架構演進、從"流程編排"到"智能涌現"的范式轉變、從"工具"到"同事"的人機關系重構。明略科技副總裁李夢林深度解讀AI Agent的行業影響及未來發展趨勢。

專家解讀 | 從OpenClaw看中國AI Agent落地：企業應用的機遇與挑戰（上）

2026-02-27

2026年2月，開源AI助手OpenClaw在全球科技圈引發熱議。明略科技副總裁李夢林從企業應用的角度出發，針對管理者最關心的核心問題進行深度解讀，包括OpenClaw與其他AI智能體的差異、適用業務場景、不同模型的表現差異、與明略Mano模型的對比，以及企業如何在效率與安全之間找到平衡。

Seedance 2.0 for Bulk Generation, AdEff for Bulk Screening: The "Dual AI" Closed Loop in the AIGC Era

2026-02-26

Tools like Seedance 2.0, Sora, and Kling AI have made it trivially easy to generate 100 ad creatives in a day. But nobody has solved the problem that comes next: which of those 100 should you actually spend media dollars on? Most creative teams still answer that question the same way they always have — the most senior person in the room picks a favorite. That's a coin flip dressed up as a process, and it's burning budgets at scale. By 2026, AI-generated content is expected to account for more than 60% of all marketing materials, yet the industry has no standardized way to evaluate its quality. AdEff, a GenAI-based creativity measurement tool from MiningLamp Technology, exists to fill that gap — giving brands a way to screen AI-generated creative at the same speed it's produced, with predictions grounded in neuroscience rather than opinion.