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A | Chinese modernization, a senior Tajik politician has argued, has charted a path distinct from the Western model -- one that offers valuable experience for developing countries seeking a route to modernization suited to their own conditions. Under the leadership of the Communist Party of China (CPC), China has made remarkable achievements in socioeconomic development, improved people's living standards and strengthened its global influence, Maliksho Nematzoda, first deputy chairman of the ruling People's Democratic Party of Tajikistan, told Xinhua in an interview. Nematzoda noted that especially since the 18th National Congress of the CPC, China has comprehensively deepened reform, further advanced the fight against corruption, accelerated the transformation of government functions, carried out strategic economic restructuring, and actively implemented the innovation-driven development strategy. In his view, these measures have laid a solid foundation for the sustained and sound development of the Chinese economy, promoted greater social harmony and stability, and continuously improved people's living standards. "China's experience lies in its commitment to sustainable development, giving priority to infrastructure development, actively expanding mutually beneficial international cooperation, and other aspects," Nematzoda said. The Tajik politician noted that China has been committed to a people-centered development philosophy, paying particular attention to improving people's well-being and enhancing their sense of fulfillment with the achievements of development. He said that this approach has become an important foundation for China's long-term social stability and the sustained improvement of people's living standards, and also provides valuable experience for other countries advancing their modernization. According to Nematzoda, Chinese modernization is not a ready-made model that can simply be transplanted to other countries. "It represents a system of governance principles and practical experience that can be applied flexibly in light of the characteristics of each country. Every country should, on the basis of its own history, culture and national conditions, independently explore a development path suited to its own realities, while maintaining independence and at the same time actively integrating into the global economy," he said. Nematzoda also expressed hope for further strengthening coordination between Tajikistan and China within the framework of the Shanghai Cooperation Organization and the China-Central Asia mechanism, as well as deepening exchanges and mutual learning between the ruling parties of the two countries. He voiced confidence that the development of inter-party exchanges will help strengthen political mutual trust, deepen exchanges of governance experience, inject new impetus into the common development of the two countries, and further consolidate the comprehensive strategic partnership between Tajikistan and China. 
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B | 
这次灰度测试的功能叫做「AI 修图」，它会出现在微信聊天的图片窗口中，和原本的「查看原图」按钮并列把底下一排塞满：
无论是你发的图还是接收到的图，在预览窗口点击「AI 处理」之后就可以看到 3 大类共 11 个小类的预设功能：
常见功能比如美颜、加滤镜、翻译文字、自动打码和超分等等一应俱全，点击就会跳转到微信小微对话框中开始工作：
至于小微修图的质量嘛……只能说还行。经过测试，小微在美肤、扩图、调整比例和消除杂物之类的功能上表现尚可，虽然能看出破绽，但对需要边聊边做的轻量编辑完全足够了——
但如果你也被灰测到了微信主界面左上角的小微入口的话，那直接进入小微对话框把要求发给它，和使用那些快捷开关其实是完全一样的：
不过目前看下来，小微的修图能力在「编辑」和「信息提取」方面还算不错。可一旦涉及重绘或者生成新内容，就比较吃用户的提示词水平了——
通过直接询问小微，我们得知它目前使用的还是微信定制的 WeLM 模型，大概率是之前已经在对话、小程序里面上线的 WeLM-80B 版本。而纵观 2026 年至今，我们可以清晰地看到一件事：哪怕像微信这种「牵一发而动全身」的超巨型 App，也开始非常积极地拥抱 AI 功能了。从 3 月首次出现微信研发 AI Agent 的消息、到 6 月初确定使用形式，再到小微的灰测和拓展，我们可以梳理出微信的 AI 时间轴：
重点在于，微信没有急着再造一个豆包或者 ChatGPT，而是在把尝试把一个综合模型能力和入口拆开，塞进微信原本已经存在的功能里。
C | 目前可见的就是，除了主页左上角的小微聊天框之外，「小微功能」其实已经渗透进了微信的方方面面——
而 WeLM 底层模型也是围绕这种「方方面面」来设计的。
D | 比如腾讯在最新的财报中首次披露：微信团队定制的 WeLM 在设计时就重点考虑了微信场景和推理效率，目前公开的 WeLM-HD4-80B 和 WeLM-HD4-617B 总参数量分别达到 800 亿和 6170 亿，但实际激活的参数只有 30 亿和 230 亿。
图｜X @Weixin_WeChat微信团队还提出了诸如 Hidden Decoding 之类的技术，通过将每个 Token 扩展成多个内部计算流，提高单 Token 的计算量，同时用 Stream-Factorized Attention 控制额外的注意力开销。
E | 这些技术参数背后，其实不是腾讯的技术边缘，而是微信最现实的问题：算力成本。截至今年 6 月，微信及 WeChat 合并月活已经达到 14.39 亿。
F | 小微一旦全面进入搜索、图片、朋友圈、公众号乃至小程序场景……每一次推理成本乘上十亿级用户规模，都会变成一个天文数字。
图｜财联社所以 WeLM 如此强调推理效率，表面能力看上去往往只是「差不多得了」，其实不是模型限制，而是微信的巨大运营成本压力。更重要的是，相比腾讯的 WorkBuddy，微信小微走出了一条完全不同的推广路径。微信手握 14 亿月活，以及无数人每日高频使用的功能场景，根本不需要去「给模型造 App 入口」，反而是让小微尽可能淡化唯一入口的概念、拆分进具体功能里。
然而世界是物质的，哪怕是微信这种地位的 App，也无法完全避免谈钱的问题。
G | 根据财报相关资料，腾讯最新季度资本开支达到 528 亿元，同比增长 176%；自由现金流则转为负 138 亿元，其中重要原因就是 AI 相关的算力采购和预付款。腾讯披露，这些基础设施正在支持模型、WorkBuddy、CodeBuddy，以及微信 AI 项目的训练和推理。
图｜彭博社另一个数字更直接——腾讯当季 Non-IFRS 营业利润为 756 亿元，如果剔除元宝、WorkBuddy、CodeBuddy、小微等 AI 产品的影响，实际上的利润则是 861 亿元。也就是说，按照腾讯自己的财务口径，新 AI 产品目前正拖累着腾讯集团约 105 亿元的季度经营利润。
H | 这也是腾讯接下来必须回答的问题：AI 已经有产品、有用户、有使用量，但什么时候真正变成一门生意？
图｜新浪财经微信上线 AI 修图这件事本身并不大。真正的重点是，两个月前还藏在主界面角落里的「小微」，正在逐渐成为一个 Gemini 一样「无处不在」的 AI。继续沿着这条路线走下去，小微不会成为一个「AI 小程序」，而是微信的 AI 能力本身。
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Published on:16:10:15
