过去一年，AI Agent 的能力上限被一路推高——模型的 context window 在不断扩张，工具调用越来越复杂，多 Agent 协作开始成为常态。但与此同时，用户使用 Agent 的体感并没有同步变好。一个被多数玩家忽视的事实是——模型的 ...

作者｜黄小艺邮箱｜huangxiaoyi@pingwest.comManus在去年3月引爆了“通用Agent”的概念——不再是大模型套个壳，而是真正能自主规划、调用工具、端到端执行复杂任务的独立系统。它给整个行业建立了一种想象力：Agent是一个独立 ...

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Google’s goal with Gemini is to build a personal, proactive, and powerful assistant. The Gemini app is now readying ...

IP risk management, once a reactive, litigation-centric discipline, is evolving into a far more strategic and integrated ...