之前介绍过 SkillOpt，它更像是在讲：怎么把一份 skill 反复打磨成更可靠的“工作说明书”。 这篇 MUSE-Autoskill 的重点不太一样，它关心的是 Agent 怎么管理一整个 skill library。 论文把 skill 放进完整生命周期里：创建、记忆、管理、评估、再优化。 任务来了，没有 skill 就创建；有 skill 就检索复用；用完后通过测试和反馈评估；失败经验再写回 skill-level memory，帮助下次改进。 这让我觉得，Agent 的长期能力不只来自模型本身，也来自它外部的 skill 资产能不能被创建、复用、评估和淘汰。 SkillOpt 像是在优化单个 SOP，MUSE-Autoskill 更像是在搭一套 SOP 管理系统。 未来真正有价值的，可能不是哪一条优秀的 prompt，而是一套越用越稳的 skill library。 SkillOpt:arxiv.org/pdf/2605.23904 MUSE-Autoskill:arxiv.org/pdf/2605.27366 #AIAgent #SkillLibrary #LLM #claudecode #Codex

We recently created a chatbot for the #SkillLibrary that provides real-time, non-scripted, automated interactions, powered by the GPT-3 language model from @OpenAI. It shows how this technology signals a shift in the way we create conversational chatbots powered by deep learning.

The Furhat robot can easily be connected with other APIs and integrations. One example is the ‘Ask a scientist’ skill, now available in our #SkillLibrary! Using the Wolfram|Alpha API, Furhat takes on the role as a scientist and can answer questions about e.g. science and math.

#Mykademy's Skill Library with a variety of ready-made courses makes it effortless to kickstart your own online academy. Register today for a 14 days trial!! mykademy.com/signup/ #SkillLibrary #OnlineAcademy #CreateCourse #SellCoursesOnline #LMS #MarketCourses #TNLCHAT

As a part of #NoComradesUnder1k, I'd like to start a #SkillLibrary for leftists. In the digital age, mutual aid and community support doesn't have to be limited to just your own neighborhood or city. Quote tweet with a skill, ANY skill, you have!