专家解读 | 从OpenClaw看中国AI Agent落地：企业应用的机遇与挑战（上）

2026-02-27

2026年2月，开源AI助手OpenClaw在全球科技圈引发热议。明略科技副总裁李梦林从企业应用的角度出发，针对管理者最关心的核心问题进行深度解读，包括OpenClaw与其他AI智能体的差异、适用业务场景、不同模型的表现差异、与明略Mano模型的对比，以及企业如何在效率与安全之间找到平衡。

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.

When AI Makes the Ads, Who Tests Them? How AdEff Is Rewriting Ad Measurement

2026-02-26

Seedance 2.0 can produce 50 ad versions before lunch. The hard part is no longer making creative — it's figuring out which creative deserves your media budget. And that decision is still, in most organizations, made by whoever has the strongest opinion in the room. Traditional ad testing offers little help: a single test costs around $7,000, takes 3–5 days to deliver, and by the time the results arrive, the campaign window has closed. Creative production has scaled exponentially. Creative evaluation has not. AdEff, a GenAI-based creativity measurement tool from MiningLamp Technology, is built to close that gap — replacing slow, selective, opinion-driven testing with fast, comprehensive, neuroscience-backed prediction.