very early innings of figuring that out… …We want Spotify to be the place for all voices. - Spotify Co-Founder & CEO Daniel Ek (5/25) In Q1:25, Spotify had 678MM Monthly Active Users and 268MM Subscribers whole curriculum of chess by just using AI. Also, neither of them knew how to play chess. - Duolingo Co-Founder & CEO Luis von Ahn @ Q1:25 Earnings Call – 5/25 AI with Grok is getting very good…it’s important we will see people coupled with… the AI they use as the overall output of that person. - Roblox Co-Founder, President, CEO & Chair of Board David Baszucki @ Q1:25 Earnings Call – 5/25 Tech Incumbent

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traits in co-occurring marine snails distributed across a vertical rocky intertidal gradient. Functional Ecology 25:177-185 Bourdeau PE(2011) Constitutive and inducible defensive traits in co-occurring 者向话题专家提出问题的对话，并基于这些对话整理收 集到的信息来创建文章大纲。  转化文献为连贯文章：可以将现有的文献资料进行分析 和整合，转化为逻辑连贯的新文章，为学者和知识工作 者提供了极大的便利。  多智能体协作对话：Co-STORM模式引入了协作对话 机制，并采用轮次管理策略，实现流畅的协作式AI学术 研究。 用户体验对比：使用步骤 PubScholar平台官网：https://pubscholar.cn/ 元知AI综述工具 知网研学平台 斯坦福STORM 斯坦福STORM官网：https://storm.genie.stanford.edu/  选择模式：进入主页后，用户可选择STORM或Co-STORM模式。  输入主题：直接输入主题词后，STORM开始进行信息检索和文章生成。  查看生成过程：点击“See BrainSTORMing Process”，可获取不同LLM Role的头脑风暴过程。

backend in TVM for more flexibility with the runtime plugins? ○ Integrate TVM codegen into Arm NN? ● CI and benchmark testing for TVM on member hardware platforms ○ Shall we maintain a list of Arm platforms

Pursued By A Bear - 3400us (baseline), 40us (target) - 85x speedup - Uh ohEnter, TVM and model co-design - PyTorch operator overhead makes interpreter infeasible - Reduce FLOPs with block-sparsified

intelligence. The Alios is running in vehicles, Phone, Pad and loT terminals. Provide cloud and devices co-related solutions for different terminals. 。 To help traditional car firms AliOS互联网汽车 共创智能网联汽车 共建未来出行生态

interesting challenges for our employees, and better returns for our investors. Sebastian Siemiatkowski Co-Founder and CEO 12 AI in the EnterpriseLesson 4 Customize and fine-tune your models How Lowe’s improves

期望达成什么目标效果： 通过该文案吸引潜在客户，促成消 费……通过该报告为相关企业管理 者提供……策略支撑 Objective（操作要 求） 字数要求、段落结构、用词风格、 内容要点、输出格式… CO-STAR提示语框架 新加坡 GPT-4 提示工程竞赛冠军提示词框架 "R"，代表 "Response"， 想要的回应类型。 一份详细的研究 报告？一个表格？ Markdown格式？ "C"代表

R1-Zero 的推理能力与通用强化学习的 适应能力相结合，成为一个兼具强推理能力和任务广泛适应性的高效 AI 模型。 4 参考文献 https://newsletter.languagemodels.co/p/the-illustrated-deepseek-r1 https://www.interconnects.ai/p/deepseek-r1-recipe-for-o1 https://newsletter