Anthropic最新2026趋势报告：人类最大一次编程革命势不可挡

\u003cdiv class=\"rich_media_content\"\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_0--\u003e\u003c/section\u003e\u003cp data-pm-slice=\"0 0 []\" mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 24px 8px; text-align: justify; visibility: visible\"\u003e\u003cspan data-mpa-action-id=\"mlhee085e3o\" data-pm-slice=\"0 0 []\" leaf=\"\" mpa-font-style=\"mlhee07ujxs\" style=\"font-size: 13px; visibility: visible\"\u003e\u003cspan style=\"color: rgb(136, 136, 136)\" textstyle=\"\"\u003e文章转载于新智元\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp data-pm-slice=\"0 0 []\" mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 24px 8px; text-align: justify; visibility: visible\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym475\" style=\"font-size: 16px; visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2026年的AI圈，要说谁最风光，\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003eAnthropic\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e绝对排第一。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify; visibility: visible\"\u003e\u003cspan mpa-font-style=\"mlhe0eymqpg\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\" style=\"visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e就在刚刚，Anthropic甩出了一份18页重磅报告：\u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"visibility: visible\"\u003e\u003cspan leaf=\"\" style=\"visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e《2026年智能体编码趋势报告》\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\" style=\"visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify; visibility: visible\"\u003e\u003cspan mpa-font-style=\"mlhe0eymdhb\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\" style=\"visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这份报告的核心结论可以浓缩为一句话：\u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"visibility: visible\"\u003e\u003cspan leaf=\"\" style=\"visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e任何人，都成为了开发者。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify; visibility: visible\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym9xi\" style=\"font-size: 16px; visibility: visible\"\u003e\u003cspan leaf=\"\" style=\"visibility: visible\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e编程/软件开发的游戏规则彻底变了！\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify; visibility: visible\"\u003e\u003c!--IMG_1--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1v6s\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e注意，不是「每个程序员变得更强了」，而是「非技术人员也能开发了」。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1c2l\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这意味着软件开发这个行当，正在经历自DOS、图形界面发明以来，\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e最大的一次范式转移。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymppw\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e以下是报告全部8大趋势的深度解读，干货满满，一个不漏。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eymr0s\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e写在前面\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection style=\"background: rgba(158, 158, 158, 0.1); border-left: 8px solid rgba(158, 158, 158, 0.3); border-radius: 5px; color: rgb(91, 91, 91); letter-spacing: 1px; line-height: 1.75; margin-bottom: 0px; margin-top: 0px; padding-bottom: 24px; padding-right: 8px; padding-top: 24px; word-break: break-word\"\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym12sr\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这份18页的报告，信息密度极高！\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\"\u003e\u003cbr/\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymd9r\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAnthropic没有画饼，没有讲故事，用的是Anthropic自己的内部研究数据、真实客户案例和对行业趋势的冷静判断。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\"\u003e\u003cbr/\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymvsw\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e核心信号非常清晰：\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold; text-decoration: underline\" textstyle=\"\"\u003e程序员不会消失，但「只会写代码」的程序员会消失。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\"\u003e\u003cbr/\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymikg\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e未来的软件工程师，是编排者、架构师、决策者。他们不再逐行敲代码，而是指挥一支AI军团，同时保持人类独有的判断力和「品味」。而更深远的影响在于「谁是开发者」这个问题的答案，将被彻底重写。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\"\u003e\u003cbr/\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1db0\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这才是Anthropic这份报告真正的核心结论。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\"\u003e\u003cbr/\u003e\u003c/span\u003e\u003c/p\u003e\u003cp style=\"font-size: 15px; letter-spacing: 1px; line-height: 1.75em; margin: 0 8px; padding-left: 8px; padding-right: 8px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym229d\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold; text-decoration: underline\" textstyle=\"\"\u003e不是AI取代人类，而是人人都成为了开发者。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; margin-top: 24px; text-align: center\"\u003e\u003c!--IMG_2--\u003e\u003c/section\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势一软件开发生命周期，正在剧变\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"body\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_3--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym24j1\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_0--\u003e这是报告提出的第一个「地基级」趋势。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_4--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymori\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAnthropic认为，2025年，AI编码智能体已经从实验工具变成了生产系统，能给真实客户交付真实功能。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymwbh\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e而2026年，\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e变化将远超「工具升级」的范畴\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eymbf2\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e三个核心预测：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eymqmc\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e1. 抽象层再升级。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1oiw\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e从机器码到汇编，从C到Python，每一层抽象都在缩小人类思维和机器执行之间的鸿沟。现在，最新的一层抽象是——\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e人类和AI的自然语言对话\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e。代码的「战术工作」（写、调试、维护）交给AI，工程师聚焦架构、系统设计和「该做什么」的战略决策。\u003c/span\u003e\u003c/span\u003e\u003c!--MID_AD_0--\u003e\u003c!--EOP_0--\u003e\u003c/p\u003e\u003c!--PARAGRAPH_0--\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym18v9\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2. 工程师角色大转型。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym11qx\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e做软件不再等于写代码。\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e现在，软件工程师越来越多地变成了「编排智能体写代码」的角色——评估智能体的输出、提供战略方向、确保系统解决了正确的问题。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym5wl\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e3. 入职周期坍缩。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymfh9\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e传统的新人上手一个代码库，要几周甚至几个月。现在，几个小时就够了。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1cql\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这一点，报告给了一个惊人案例——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1txk\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAugment Code（一家AI开发工具初创公司）的企业客户，用Claude完成了一个项目，他们的CTO原本估计需要4到8个月。最终，只花了两周。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_5--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym17ug\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e两周 vs 八个月。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1n6u\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这不是「提效」，这是「降维打击」。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1pe\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e更关键的一个数据来自Anthropic自己的社会影响研究团队：\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1m0l\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e开发者在大约60%的工作中使用\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAI\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e，但他们能「完全委托」给AI的任务只有0-20%。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym16qn\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这个数字打破了很多人的幻觉。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymdtb\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAI不是替代你，而是和你「协作」。它是你的常驻搭档，但用好它，需要精心设置提示词、主动监督、验证判断——尤其是在高风险任务中。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymthp\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e报告把这叫做\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e「\u003c!--VERTICAL_CARD_BEGIN_0--\u003e协作悖论\u003c!--VERTICAL_CARD_END_0--\u003e」\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e：AI参与度很高，但完全自治度很低。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1w0k\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e理解这个悖论，是理解整份报告的关键。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势二单个智能体，进化成「智能体军团」\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1f84\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_1--\u003e这是能力层面第一个重磅趋势。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_6--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1s0\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2025年，一个Agent单打独斗。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1ybh\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2026年，Anthropic预测：多个智能体将组成协调团队，处理单个智能体根本搞不定的复杂任务。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1ssf\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e多智能体系统取代单智能体工作流。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_7--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymdf6\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e怎么理解？\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1vxt\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e单智能体模式：\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e一个上下文窗口，顺序处理任务。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym13cn\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e多智能体架构：\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e一个「编排者」协调多个「专家智能体」并行工作——每个智能体有自己的专属上下文——然后汇总输出。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eympv8\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e就像一支管弦乐队：指挥不需要亲自演奏每件乐器，但必须确保每件乐器在正确的时间发出正确的声音。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1tn\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e报告中的案例也很炸——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymwik\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eFountain（一家前线劳动力管理平台）用Claude实现了层级化多智能体编排。他们的Fountain Copilot作为中央编排智能体，指挥专门的子智能体分别负责候选人筛选、自动文档生成和情感分析。效果是：筛选速度快50%，入职速度快40%，候选人转化率翻倍。一家物流客户把新配送中心的全面招聘周期从一周以上，压缩到了72小时以内。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_8--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym21xc\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e一周变三天。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymdbs\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这就是多智能体编排的威力。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势三长时运行智能体，能独立造完整系统\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymjnf\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_2--\u003e如果说趋势二是「空间上」的扩展（多个智能体并行），那趋势三就是「时间上」的突破。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_9--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymydj\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e早期的AI Agent只能干几分钟的活：修个Bug、写个函数、生成个测试。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymmn6\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e到2025年底，越来越厉害的AI智能体已经能花好几个小时，产出完整的功能集。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym21lf\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e而到2026年，智能体将能连续工作好几天。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_10--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym18xo\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e从一次性任务，到构建完整应用和系统。人类只需要在关键决策点提供战略监督。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1ee1\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e四个核心预测：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym8ir\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e任务时间跨度从分钟级扩展到天级甚至周级。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 智能体自主工作更长时间，周期性接受人类检查点。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1yce\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e智能体能应对软件开发中那些「烂摊子」。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 跨越数十个工作会话，规划、迭代、打磨，适应新发现，从失败中恢复，全程保持连贯状态。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymlad\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e以前不可行的项目变得可行。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 积攒多年的技术债务，可以被智能体系统性地逐一消灭。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1182\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e创业者从点子到上线应用，从几个月缩短到几天。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1iwq\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e乐天的工程师用Claude Code测试了一个超高难度任务：在vLLM（一个拥有1250万行代码、多种编程语言的巨型开源库）中实现一个特定的激活向量提取方法。Claude Code在一次单独运行中，经过7小时的自主工作，完成了整个任务。实现的数值精度达到了参考方法的\u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e99.9%\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c!--MID_AD_1--\u003e\u003c!--EOP_1--\u003e\u003c/p\u003e\u003c!--PARAGRAPH_1--\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym8ta\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e7小时，1250万行代码库，99.9%精度。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1upk\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这已经不是「辅助」了。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym19ti\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这是AI真正在「干活」。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势四人类监督，通过「智能协作」实现规模化\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymvv\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这个趋势听起来没前几个那么炸裂，但它可能是最重要的一个。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1d1d\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e因为它回答了一个核心焦虑：\u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e如果智能体越来越强，人类还有什么用？\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym22ky\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAnthropic的答案很清醒：人类不是被移除了，而是注意力被重新分配了。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_11--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1a8l\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e三个核心预测：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymq9u\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--VERTICAL_CARD_BEGIN_4--\u003e智能体质控\u003c!--VERTICAL_CARD_END_4--\u003e成为标配。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 用AI审查AI生成的代码：分析安全漏洞、架构一致性和质量问题：这些工作量原本远超人类处理能力。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymp5u\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e智能体学会「求助」。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 不是每个任务都蒙头硬上，而是识别出需要人类判断的场景，标记不确定区域，把有业务影响的决策上报。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1jwt\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e人类从「审查一切」转向「审查关键点」。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 建立智能系统处理日常验证，只在真正新颖的情况、边界案例和战略决策时寻求人类输入。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym197m\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e来自Anthropic内部研究的一个关键发现：\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1gmj\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e工程师在大约60%的工作中使用\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAI\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e，但能「完全委托」的任务比例极小。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1u4i\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这个「矛盾」恰恰说明了问题：有效的AI协作，需要人类的主动参与。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1r4g\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e报告引用了一位工程师的原话——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym3md\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: normal\" textstyle=\"\"\u003e「\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e我主要在我知道答案应该是什么、或者应该长什么样的情况下使用AI。\u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: normal\" textstyle=\"\"\u003e我是通过\u0026#39;笨办法\u0026#39;做软件工程才培养出这种能力的。」\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymocn\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e换句话说：你越有经验，AI对你的加成越大。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymr9k\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e菜鸟用AI只是加速犯错。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymjyg\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e老手用AI是「如虎添翼」。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势五智能体编码扩展到新领域和新用户\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1ohe\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_3--\u003e最早的AI编码智能体，是给专业程序员在IDE里提速用的。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymjgx\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2026年，智能体编码将突破这个圈子。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_12--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eymss3\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e三个核心预测：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymfhm\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e1. 语言壁垒消失。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e COBOL、Fortran这些「老古董」语言？AI智能体也能搞。企业里那些没人敢碰的遗留系统，终于有救了。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymggj\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2. \u003c!--VERTICAL_CARD_BEGIN_5--\u003e编码民主化\u003c!--VERTICAL_CARD_END_5--\u003e超越工程师群体。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 网络安全、运维、设计、数据科学——这些「非传统开发者」也能用智能体编码了。Anthropic自家的Cowork工具就是信号。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym9dv\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e3. \u003c/span\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e每个人都变成了全栈工程师。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eyme8f\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e最后这一点特别有意思。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1c08\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e报告的分析发现了一个一致的模式：人们用AI增强自己的核心专长，同时拓展到相邻领域。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 0.5em 25px; text-align: justify\"\u003e\u003cul class=\"list-paddingleft-1\" style=\"list-style-type: disc; margin-left: 8px; margin-right: 8px\"\u003e\u003cli\u003e\u003csection style=\"margin-bottom: 24px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1jsy\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e安全团队用AI分析不熟悉的代码\u003c/span\u003e\u003c/span\u003e\u003c/section\u003e\u003c/li\u003e\u003cli\u003e\u003csection style=\"margin-bottom: 24px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym19n0\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e研究团队用AI构建数据的前端可视化\u003c/span\u003e\u003c/span\u003e\u003c/section\u003e\u003c/li\u003e\u003cli\u003e\u003csection style=\"margin-bottom: 24px\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymuu1\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e非技术员工用AI调试网络问题或做数据分析\u003c/span\u003e\u003c/span\u003e\u003c/section\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym19se\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这直接挑战了一个根深蒂固的假设——只有专业工程师、用专业工具、在IDE里，才能做「正经开发」。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym28e\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e「会写代码的人」和「不会写代码的人」之间的壁垒，正在变得越来越模糊。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_13--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1ra0\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e法律科技平台Legora的案例也证明了这一点：\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1faw\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eLegora的CEO Max Junestrand表示，Claude在「遵循指令、构建智能体和智能体工作流」方面表现出色。律师可以在没有工程背景的情况下，创建复杂的自动化流程。\u003c/span\u003e\u003c/span\u003e\u003c!--MID_AD_2--\u003e\u003c!--EOP_2--\u003e\u003c/p\u003e\u003c!--PARAGRAPH_2--\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymhvv\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e律师自己造工具。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymdko\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这在两年前还是天方夜谭。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势六生产力提升，重塑软件开发经济学\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymdk0\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_4--\u003e这是「影响层」三大趋势中的第一个。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_14--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymlw7\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e三大加速乘数：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 智能体能力、编排改进、更好地利用人类经验——三者复合叠加，创造的是阶梯式跃升，而非线性增长。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym19dk\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e时间线压缩改变项目可行性：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 以前需要几周的开发，现在几天搞定。以前因为不划算而「搁置」的项目，现在变得可行了。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymy2a\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e软件开发的总体拥有成本下降：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 智能体增强工程师产能，项目时间线缩短，更快的价值实现改善了投资回报率。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym12qi\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e最有趣的一个洞察来自Anthropic的内部研究——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1skg\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e工程师反馈：单个任务花的时间反而少了，但产出量大幅增加。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymtcy\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这意味着什么？\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1ni\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAI带来的生产力提升，主要不是「同样的活干得更快」，而是「干了更多的活」——更多功能上线、更多Bug修复、更多实验被执行。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1gu2\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e还有一个容易被忽略的数字：\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym4mz\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e约27%的\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAI\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e辅助工作，是「如果没有AI就根本不会去做」的任务。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymh2i\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e包括：规模化项目、构建「锦上添花」的工具（比如交互式仪表盘）、以及人工做实在不划算的探索性工作。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1q5e\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e工程师还反馈，他们修复了更多「小纸割」：那些影响生活质量但通常被放在最低优先级的小问题——因为有了AI，处理这些问题终于变得可行了。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势七非技术用例，在组织中全面扩展\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym20vq\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_5--\u003eAnthropic预测，2026年最重要的趋势之一，就是智能体编码在业务职能团队中的稳步增长。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1ec8\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e不是工程团队在用。是销售、市场、法务、运营——这些部门也在用。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_15--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eyme8w\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e三个核心预测：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1ays\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e编码能力民主化超越工程部门。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 非技术团队能自动化工作流、构建工具，几乎不需要工程支持。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1w6n\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e领域专家直接实现解决方案。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 最了解问题的人，自己动手解决问题，不用再「提工单然后等排期」。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym2qn\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e生产力提升扩展到整个组织。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 那些「不值得占用工程资源」的问题被解决了，实验性工作流变得毫不费力，手动流程被自动化。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym8iq\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAnthropic自己的法务团队就是活案例——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym21b\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e法务团队用Claude驱动的工作流，把营销审核周转时间从2-3天缩短到24小时。一位没有编程经验的律师用Claude Code构建了自助服务工具，在问题进入法务队列之前就进行分类处理，释放律师的时间去做战略性法律咨询，而非战术性的琐碎工作。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection mpa-paragraph-type=\"image\" nodeleaf=\"\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003c!--IMG_16--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymazx\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e一位律师，零编码经验，自己造工具。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymmre\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这段话值得反复品味。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e趋势八智能体编码改善安全防御，但也增强攻击能力\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1088\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e\u003c!--AIPOS_6--\u003e最后一个趋势，也是最具争议性的一个。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymtmc\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e智能体编码正在同时改变安全的两个方向——防御和攻击。\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection nodeleaf=\"\" style=\"margin-left: 8px; margin-right: 8px; text-align: center\"\u003e\u003c!--IMG_17--\u003e\u003c/section\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1jph\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e好消息是：\u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e安全知识被民主化了。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 模型越来越强、对齐越来越好，把安全性嵌入产品变得更容易。现在，任何工程师都可以借助AI做安全审查、加固和监控——以前这需要专家级的专业知识。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c!--MID_AD_3--\u003e\u003c!--EOP_3--\u003e\u003c/p\u003e\u003c!--PARAGRAPH_3--\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1x2n\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e坏消息是：\u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e攻击者也能利用同样的能力扩大攻击规模。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1aic\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e三个核心预测：\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym2058\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e安全知识民主化。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 任何工程师都能成为「安全工程师」，具备深度安全审查、加固和监控能力。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1vhj\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e威胁行为者扩大攻击。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 智能体在增强防御的同时，也增强了攻击。从一开始就把安全嵌入开发流程，变得比以往任何时候都重要。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymutt\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e- \u003c/span\u003e\u003c/span\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e智能体网络防御系统崛起。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 自动化智能体系统以机器速度进行安全响应，自动检测和应对，匹配自主威胁的速度。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymfyl\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e报告的结论很务实——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 48px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1s93\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e优势属于有准备的组织。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 从一开始就用智能体工具将安全嵌入开发的团队，将更好地抵御使用同样技术的对手。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003csection data-pm-slice=\"0 0 []\" style=\"letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cp style=\"background: rgba(1, 169, 216, 0.3); border-radius: 50%; color: transparent; font-size: 16px; height: 30px; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px -30px; overflow: hidden; padding: 0px; text-align: justify; width: 30px\"\u003e\u003cspan leaf=\"\"\u003e1\u003c/span\u003e\u003c/p\u003e\u003c/section\u003e\u003cp class=\"js_darkmode__10\" style=\"color: rgb(48, 48, 48); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px 0px 0px 15px; padding: 0px 0px 24px; text-align: justify\"\u003e\u003cstrong class=\"js_darkmode__11\" style=\"color: rgb(55, 80, 114); font-weight: bold; letter-spacing: inherit; margin: 0px; padding: 0px\"\u003e\u003cspan leaf=\"\" style=\"color: rgb(55, 80, 114); font-size: 20px; font-weight: bold; hyphens: auto; letter-spacing: inherit; line-height: 1.75em; margin: 0px; padding: 0px; text-align: justify\"\u003e2026年的四大优先事项\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eymi41\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e报告最后，Anthropic给出了组织在2026年必须立即关注的四个领域——\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eymgg6\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e1. 掌握\u003c!--VERTICAL_CARD_BEGIN_6--\u003e多智能体协调\u003c!--VERTICAL_CARD_END_6--\u003e。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 处理单智能体系统无法解决的复杂性。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1s1l\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e2. 通过\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003eAI\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e自动化审查系统扩展人类-智能体监督。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 把人类注意力集中在最重要的地方。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1sj6\" style=\"font-size: 16px\"\u003e\u003cstrong style=\"\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e3. 将智能体编码扩展到工程之外。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e 赋能各部门的领域专家。\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1yqo\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e4. 从最早期就将安全架构嵌入智能体系统设计。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym1q5h\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e这四点汇聚成一个中心主题：\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1fdj\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e软件开发正在从「写代码」转向「编排写代码的智能体」，同时保持人类判断、监督和协作，确保质量结果。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cspan leaf=\"\" mpa-font-style=\"mlhe0eym251c\" style=\"font-size: 16px\"\u003e\u003cspan style=\"color: rgb(37, 37, 37); font-weight: bold\" textstyle=\"\"\u003e报告最后一句话，也是最核心的一句：\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003cp mpa-paragraph-type=\"body\" style=\"color: rgb(0, 0, 0); font-size: 15px; letter-spacing: 1px; line-height: 1.75; margin: 0px 8px 24px; text-align: justify\"\u003e\u003cstrong mpa-font-style=\"mlhe0eym1hlq\" style=\"font-size: 16px\"\u003e\u003cspan leaf=\"\"\u003e\u003cspan style=\"color: rgb(37, 37, 37)\" textstyle=\"\"\u003e目标不是把人类从环路中移除，而是让人类的专长在最重要的地方发挥作用。\u003c/span\u003e\u003c/span\u003e\u003c/strong\u003e\u003c/p\u003e\u003csection style=\"background-color: rgb(255, 255, 255); letter-spacing: 0.544px; line-height: 1.75em; margin-bottom: 0px; margin-left: 8px; margin-right: 8px; min-height: 1em; text-align: left\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1rah\" style=\"color: rgb(136, 136, 136); font-size: 16px; letter-spacing: 1px\"\u003e\u003cspan mpa-font-style=\"mlhehfswo7\" style=\"color: #888888; font-size: 15px\"\u003e\u003cspan leaf=\"\"\u003e参考资料：\u003c/span\u003e\u003c/span\u003e\u003cspan leaf=\"\"\u003e\u003cbr/\u003e\u003c/span\u003e\u003c/span\u003e\u003c/section\u003e\u003csection style=\"background-color: rgb(255, 255, 255); letter-spacing: 0.544px; line-height: 1.75em; margin-bottom: 0px; margin-left: 8px; margin-right: 8px; min-height: 1em; text-align: left\"\u003e\u003cspan mpa-font-style=\"mlhe0eym1tu4\" style=\"color: rgb(136, 136, 136); font-size: 16px; letter-spacing: 1px\"\u003e\u003cspan mpa-font-style=\"mlhehfswc8o\" style=\"color: #888888; font-size: 15px\"\u003e\u003cspan leaf=\"\"\u003ehttps://media.licdn.com/dms/document/media/v2/D4E1FAQFSB5OvcNbALA/feedshare-document-url-metadata-scrapper-pdf/B4EZw_o8RPH8A4-/0/1770594224671?e=1771254000\u0026amp;v=beta\u0026amp;t=aGhL2aWPwKzZJr2O2z99r3X4MfV9LNzf2NS9rbf63dA\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c!--MID_AD_4--\u003e\u003c!--EOP_4--\u003e\u003c/section\u003e\u003c!--PARAGRAPH_4--\u003e\u003cstyle\u003e.data_color_scheme_dark{--weui-BTN-ACTIVE-MASK: rgba(255, 255, 255, .2)}.data_color_scheme_dark{--weui-BTN-DEFAULT-ACTIVE-BG: rgba(255, 255, 255, .126)}.data_color_scheme_dark{--weui-DIALOG-LINE-COLOR: rgba(255, 255, 255, .1)}.data_color_scheme_dark{--weui-BG-COLOR-ACTIVE: #373737}.data_color_scheme_dark{--weui-BG-6: rgba(255, 255, 255, .1);--weui-ACTIVE-MASK: rgba(255, 255, 255, .1)}.data_color_scheme_dark{--weui-BG-0: #111;--weui-BG-1: #1e1e1e;--weui-BG-5: #2c2c2c;--weui-BLUE-100: #10aeff;--weui-BLUE-120: #0c8bcc;--weui-BLUE-170: #04344d;--weui-BLUE-80: #3fbeff;--weui-BLUE-90: 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#31905d;--weui-LIGHTGREEN-BG-110: #2c8153;--weui-LIGHTGREEN-BG-90: #31905d;--weui-LINK-100: #7d90a9;--weui-LINK-170: #252a32;--weui-LINK-80: #97a6ba;--weui-LINK-90: #899ab1;--weui-LINKFINDER-100: #dee9ff;--weui-ORANGE-100: #c87d2f;--weui-ORANGE-120: #a06425;--weui-ORANGE-170: #3b250e;--weui-ORANGE-80: #d39758;--weui-ORANGE-90: #cd8943;--weui-ORANGE-BG-100: #bb6000;--weui-ORANGE-BG-110: #a85600;--weui-ORANGE-BG-90: #c1701a;--weui-ORANGERED-100: #ff6146;--weui-PURPLE-100: #8183ff;--weui-PURPLE-120: #6768cc;--weui-PURPLE-170: #26274c;--weui-PURPLE-80: #9a9bff;--weui-PURPLE-90: #8d8fff;--weui-PURPLE-BG-100: #6768cc;--weui-PURPLE-BG-110: #5c5db7;--weui-PURPLE-BG-130: #48498f;--weui-PURPLE-BG-90: #7677d1;--weui-RED-100: #fa5151;--weui-RED-120: #c84040;--weui-RED-170: #4b1818;--weui-RED-80: #fb7373;--weui-RED-90: #fa6262;--weui-RED-BG-100: #cf5148;--weui-RED-BG-110: #ba4940;--weui-RED-BG-90: #d3625a;--weui-YELLOW-100: #cc9c00;--weui-YELLOW-120: #a37c00;--weui-YELLOW-170: #3d2f00;--weui-YELLOW-80: #d6af33;--weui-YELLOW-90: #d1a519;--weui-YELLOW-BG-100: #bf9100;--weui-YELLOW-BG-110: #ab8200;--weui-YELLOW-BG-90: #c59c1a;--weui-RED: #fa5151;--weui-ORANGERED: #ff6146;--weui-ORANGE: #c87d2f;--weui-YELLOW: #cc9c00;--weui-GREEN: #74a800;--weui-LIGHTGREEN: #3eb575;--weui-TEXTGREEN: #259c5c;--weui-BRAND: #07c160;--weui-BLUE: #10aeff;--weui-INDIGO: #1196ff;--weui-PURPLE: #8183ff;--weui-LINK: #7d90a9;--weui-REDORANGE: #ff6146;--weui-BG-0: #111111;--weui-BG-1: #1E1E1E;--weui-BG-2: #191919;--weui-BG-3: #202020;--weui-BG-4: #404040;--weui-BG-5: #2C2C2C;--weui-BLUE-100: #10AEFF;--weui-BLUE-120: #0C8BCC;--weui-BLUE-170: #04344D;--weui-BLUE-80: #3FBEFF;--weui-BLUE-90: #28B6FF;--weui-BLUE-BG-100: #48A6E2;--weui-BLUE-BG-110: #4095CB;--weui-BLUE-BG-130: #32749E;--weui-BLUE-BG-90: #5AAFE4;--weui-BRAND-100: #07C160;--weui-BRAND-120: #059A4C;--weui-BRAND-170: #023A1C;--weui-BRAND-80: #38CD7F;--weui-BRAND-90: #20C770;--weui-BRAND-BG-100: #2AAE67;--weui-BRAND-BG-110: 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新华全媒头条丨（近观中国｜足迹）“人工智能是年轻的事业”