The opportunity is enormous right now precisely because it's so new. Early adopters are claiming top positions in AI responses while their competitors remain oblivious to this emerging channel. But this window won't stay open forever. As more people recognize the value of appearing in AI results, competition will increase and optimization will become more sophisticated. The time to understand and implement AIO strategies is now, while the landscape is still relatively uncrowded.
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the engine is open source and available as a nuget package. try it out, play with the web app, and if you find bugs or have ideas, let us know. the paper is available at POPL 2025 for those who want the full formal treatment.
我们做了两个插件,一个做环境检测(Doctor),能让用户预先知道自己电脑的哪些环境有问题,再按照我们的提醒去部署龙虾,就能规避掉大部分的问题;一个做能力体检(Examiner),能根据主人需求去匹配和补全工具链。这个部分还是需要主人去参与的。经过这个7天课程,毕业的龙虾就已经具备一定的高阶能力,比如为金融从业者每日读取和分析研报、为程序员审查和修改代码,甚至做自己社媒的运营助理。