整理 | 傅宇琪、褚杏娟 引言：Manus 首度披露技术侧经验教训；曝微信安装包代码出现 fxck 侮辱性词汇，涉及小米公司； 陶哲轩回应 OpenAI 宣称内部实验模型获得 IMO 金牌；字节跳动实施绩效改革：构建"稳定基线 - 突 破激励 - 顶尖认可"的三层人才发展通道；传字节 Seed 视觉负责人杨建朝"暂休"，周畅接棒；视频疯 传后，美国 IT 公司 CEO 拜伦辞职；黄仁勋北京行：热天穿皮衣成梗，收大量 H20 订单，夜游什刹 海，开启夸夸模式；宇树科技已开启上市辅导；月之暗面回应 Kimi K2 API 速度慢：正全力优化；3.6 亿印度巴帝电信用户将能免费使用先进 AI 模型一年…… 行业热点 Manus 首度披露技术侧经验教训 7 月 19 日，Manus 联合创始人季逸超发布了一篇长博客，从技术层面深度复盘从创业以来在 Agent （智能体）研发与训练方面的经验教训。 季逸超表示，Manus 团队之所以选择「套壳」而非自研大模型，正是基于前一次创业的惨痛教训， 决定基于开源或商业大模型做"上下文工程"，构建智能体。然而，这个过程并不简单，团队经历了 4 次智能体框架调整才实现局部最优解。 ...

资料来源：中公教育2024年社会责任报告 编者按：ESG年报解读为搜狐财经及价值公司100联合发起的针对各公司ESG报告披露情况的解读专 栏。 参考上交所《上市公司治理准则》、港交所《环境、社会及管治守则》等文件，搜狐财经迭代完善各行 业ESG测评体系标准，并以最新标准为依托，以2024年公司ESG报告为主要数据来源，对公司环境资 源、社会责任及公司管治进行了评价。 本文为"中公教育"篇。 出品 | 搜狐财经 研究员 | 张子豪 7月15日，中公教育经历"一喜一忧"两件大事。"喜"指该公司对外发布了"中公AI就业学习机"，正式进 军学习机市场。 而"忧"则是该公司发布公告称，自2025年1月25日至公告披露日，公司及控股子公司累计新增诉讼、仲 裁案件共700件，新增涉案金额合计5380万元，其中涉及退费类纠纷案件数量为575件，涉案金额为1150 万元。 而就在前几天，中公教育收到《安徽省芜湖市中级人民法院民事判决书》，判决中公教育于判决生效之 日起十日内归还中信芜湖分行借款本金5612.28万元及罚息8886.11元等。 中公教育经营遇困源于退费模式，报告风险披露避实就虚 造成中公教育经营问题的主因在于，此 ...

Core Viewpoint - On July 15, 2023, Zhonggong Education announced the launch of the "Zhonggong AI Employment Learning Machine" while disclosing ongoing litigation and arbitration matters, indicating a challenging period for the company due to a significant number of refund-related disputes [2][3]. Group 1: Company Performance and Challenges - Zhonggong Education has faced a total of 700 new lawsuits and arbitration cases since January 25, 2025, with a total amount involved of 53.8 million yuan, including 575 refund-related disputes amounting to 11.5 million yuan [2][3]. - The company reported a revenue drop from 6.912 billion yuan in 2021, a decrease of 38.3% year-on-year, and a net loss of 2.37 billion yuan [3]. - The sales revenue plummeted from 27 billion yuan to 5 billion yuan, and the number of branches decreased from 2,000 to 700, with staff reduced from 55,000 to 7,000 [5]. Group 2: Strategic Adjustments - To stimulate growth, Zhonggong Education has implemented three key policy adjustments: transforming branch management to self-sustaining models, promoting a younger organizational structure, and establishing clear reward and penalty systems [5]. - The company is shifting its focus from scale-oriented growth to profit-oriented strategies, acknowledging past missteps in business understanding [5]. Group 3: New Product Launch - The "Zhonggong AI Employment Learning Machine" was launched as part of the company's strategy to enhance its employment services, featuring over 4,000 resources developed by its dedicated research team [6]. - The learning machine is positioned to support the national "stabilizing employment" policy and targets specific demographics, including students and graduates [6][7]. Group 4: Market Potential and Challenges - The AI employment learning machine is available in three versions, with prices ranging from 3,999 yuan to 26,200 yuan, and aims to create a comprehensive service loop from assessment to job placement [7]. - Despite its potential, the product may face challenges such as low repurchase rates due to high pricing and the nature of employment needs diminishing post-graduation [8].

就在K12教育市场频繁推出学习机之际，7月15日，公考巨头中公教育（002607.SZ）也推出了其战略转型后的首款AI智能硬件产品——中公AI就业学习机。 中公教育方面介绍，这款学习机要构建"测评-规划-学习-求职"闭环，通过AI职业测评帮助学生明确职业倾向和短板，提供国考、省考、央国企等9类热门职 业考试课程以及考研、教资等课程，并通过AI人岗精准匹配功能为用户筛选并推荐岗位。新款学习机分为基础版、专业版和超强版，首发价分别为3999 元、5999元起和26200元起。 二是时间准备前置。学生和家长对就业的重视程度明显提高，许多学生从大一、大二就开始为未来考公、考研和就业做准备。 三是就业准备方式的变化。从依赖个人经验到依靠专业机构、行业指导和专家支持，以应对激烈竞争。 四是打破了过去孤岛式的就业体系。以前是学生忙学生的事情，高校就业指导中心忙中心的事情，企业忙企业的事情，各方之间联系较少。但现在不一样 了，学生、高校就业指导中心、企业以及政府部门的报考单位开始紧密联系。近三年，很多院校开设了公共管理或公务员考试等非专业课程，同时各方开始 以学生的需求为导向，提供全面的就业支持。 李永新认为，这些变化必然给 ...

Core Viewpoint - The launch of the "Zhonggong AI Employment Learning Machine" marks a significant step in Zhonggong Education's strategic transformation towards employment and re-employment services, aiming to revolutionize traditional employment models for university students [2] Group 1: Product Overview - The AI Employment Learning Machine integrates 25 years of experience in employment training with advanced AI technology, creating a comprehensive employment service loop covering academic planning, skill enhancement, precise job searching, and job security [2] - The product addresses common pain points faced by young people, particularly university students, such as unclear academic planning, severe information gaps in job postings, disorganized resources, low learning efficiency, and lack of self-discipline [2] Group 2: Features and Capabilities - The learning machine boasts a vast database of job postings, updated in real-time, with over 10,000 new positions added daily, covering key sectors like civil service, education, healthcare, and state-owned enterprises, totaling millions of historical job postings [3] - It includes a comprehensive knowledge system developed by a team of over 4,000 educators, featuring more than 20,000 hours of classic courses and 30,000 core knowledge point analyses [3] - The product integrates seven core AI tools, such as AI intelligent planning and AI job matching, to enhance learning efficiency and resource organization [3] Group 3: Service Ecosystem - Zhonggong has established a "1+1+N" high-end service ecosystem, which includes a 24/7 online AI assistant and a dedicated service team comprising employment managers, planners, and exam experts, offering 34 specialized services [4] - The service model has successfully created a closed-loop process from career assessment to job placement, achieving over 90% satisfaction among users since its trial run in March [4] Group 4: Hardware Specifications - The AI Employment Learning Machine features a 6nm chip and an 8-core high-performance processor, ensuring smooth AI operations, along with an 11.4-inch eye-protecting display for comfortable reading [4] - It is equipped with an 8000mAh battery, providing up to 9 hours of continuous use, catering to long study sessions [4] Group 5: Market Positioning and Pricing - The product is available in three versions: Basic, Super, and Professional, with the Basic version starting at an introductory price of 3,999 yuan [5] - The chairman of Zhonggong Education emphasized that the AI Employment Learning Machine is a key step in providing intelligent solutions to millions of young people, linking the entire process from learning to employment [5]