论文要交，数据还在 Excel 里，让 AI 画出来的图是默认那套蓝橙配色，导师一句图太丑打回来重画。 可以试下 vivid-figures-skill，装好后把数据文件丢过去，说一句想比较什么，它选图、画图、自己检查，最后交 PNG、PDF 和绘图源码。 内置 108 个图表配方，山脊图、雨云图、热力图、三维曲面、技术路线图都有，不知道图叫什么也行，说「比较这几种方法，选能看清差异的图」就够了。 GitHub： 配色有七套，珊瑚青绿、橄榄杏棕、粉彩少女、海洋清风，名字起得挺有意思，也能自己给一组色值。 选图先读数据和表达目的，再翻说明卡、看候选实图，最后拿完整配方代码改数据。 模板里的渐变和透明层次要求保留，不许为了省代码改成纯色。 画完它会看一眼实际图片再修，每张最多三轮。数据里没有重复试验就不画置信带，这条我挺认，图好看不能靠编数据。 需要 Python 环境，仅限个人非商业使用。写论文、做数学建模要出图的同学，可以让它先出一版。

在澳大利亚悉尼一场灯光节活动中，近90架无人机坠入了达令港的水中。 主办方Vivid Sydney表示，这次故障是由于“无法预见的技术问题”所导致。原定接下来举行的两场空中表演现已取消。

耶鲁一位计算机博士生，把自己发论文用的画图脚本全开源了，项目叫 figures4papers。 支持柱状、雷达、折线趋势、三维球体示意、概念等类型图，8 个论文项目各一个文件夹，脚本、数据、成图放在一起，照着改数据就能出自己的图。 他还把这套画图风格整理成了一个 Skill，接进 Cursor、Claude Code 或 Codex，让 Agent 按这套规范帮我们写画图脚本。 GitHub： 规范写得挺细，去掉上边和右边的坐标轴线，柱子加黑边，配色固定一套语义，蓝色给自己的方法，绿色系给改进项，红色系给对比基线，默认 300 DPI 导出。 不装也能用，把仓库在 Agent 里打开，提示词里让它照 SKILL.md 和设计原则文件来写就行，README 里给了现成的提示词模板。 前几天分享的 vivid-figures-skill 是让 AI 选图画图，这个更像拿一位常年投顶会的作者的审美当模板，写论文要出图的可以两个都看看。

卖全球也买全球：中国与世界共享发展机遇的诚意与担当 Selling to the World, Buying from the World: China’s Sincerity and Commitment to Sharing Development Opportunities with the Globe Foreign trade figures once again attest to the resilience and openness of China’s economy. According to data released by the General Administration of Customs, China’s total goods import and export volume reached 39.94 trillion yuan in the first three quarters of the year, up 18.8% year-on-year. In September alone, imports and exports hit 5.16 trillion yuan, crossing the 5-trillion-yuan threshold for the first time, representing a year-on-year increase of 27.5%. This robust growth has taken foreign media by surprise as “better than expected”, with forecasts that China may set a record trade surplus for the whole year. More noteworthy than the surplus is the strong performance of imports: China’s exports rose 16.4% year-on-year in the first three quarters, while imports grew by 22.3%, with import growth outpacing export growth by a notable margin. Faster growth in imports serves as the most powerful rebuttal to the narrative that “China does not import goods and rejects win-win cooperation”. It reflects both China’s domestic demand for production and consumption, as well as tangible outcomes of its efforts to advance voluntary and unilateral opening-up. China is not only the “world factory”, but also a “world market”; it acts both as a “super seller” and a “super buyer”. At a time when major consumer markets around the globe are resorting to trade protectionism, the openness, certainty and growth potential of the Chinese market stand out. It offers ample market space for enterprises of all countries, acting as a key driver to help other nations grow their economies and boost trade capacity. China never chases a trade surplus on purpose. Certain countries criticize China’s trade surplus on the one hand, while restricting exports to China on the other — a self-contradictory stance. Facts have proven that imposing trade restrictions citing trade deficits will not resolve such deficits; instead, it disrupts global industrial and supply chains. Growth in China’s exports stems from genuine global demand. The rising competitiveness of Chinese products comes from continuous advances in economies of scale and innovation, and responds to the pressing needs of countries for green transition and industrialization. Green products, high-end equipment and quality consumer goods keep flowing to the rest of the world to serve modernization efforts of various nations, which in itself is a vivid illustration of China sharing development opportunities with the world. The upcoming 140th Canton Fair, China Import and Export Fair, is a concentrated embodiment of such sincerity and commitment to opening-up. Daniel Dominguez, Acting Consul General of Mexico in Guangzhou, has attended the Canton Fair for seven consecutive years. He said trade between Mexico and China has maintained strong momentum in recent years. “For me, the Canton Fair is the world’s most innovative, largest and technology-focused exhibition. That is why I encourage everyone to come and see the new products available on the market,” he remarked. The remarks by the foreign diplomat reflect the high recognition of Chinese platforms and the Chinese market among enterprises worldwide. This year marks the 70th anniversary of the Canton Fair. A total of 32,000 enterprises will participate, including more than 11,000 high-quality firms specializing in niche technologies and national champions. Following the Canton Fair, the 9th China International Import Expo (CIIE) will kick off on November 5. It will continue to provide free booths for least developed countries and upgrade its Asia-Africa Products Zone to help African diplomatic partners capitalize on zero-tariff benefits. Earlier, China successfully hosted a series of international expos including the China International Fair for Trade in Services, China-ASEAN Expo and Global Digital Trade Expo. These events draw active participation from enterprises across the globe and serve as a vital engine boosting global trade and economic growth. As Mao Ning, spokesperson of China’s Foreign Ministry, put it, such expos are important windows for China to connect with the world, empower development and deliver benefits to people’s livelihoods. From the commitment of “selling to the world” to the proactive action of “buying from the world”, China demonstrates with concrete actions that prosperity of the Chinese economy is never achieved in isolation. Instead, it features intertwined interests and shared destinies with all countries. Amid rising unilateralism and protectionism, China stays committed to advancing high-level opening-up, injecting precious certainty into an uncertain world. China cannot develop without the world, and the world needs China for prosperity. Whether it is the continuously expanding import volume, or the gathering of merchants at the Canton Fair and CIIE, one clear message is conveyed: China is ready to embrace the world with greater openness and share market and development opportunities with all nations to jointly expand the pie of global cooperation. This sincerity and commitment best exemplifies the view that China’s economic growth benefits the world, and is a vivid practice of building a community with a shared future for mankind. 对外贸易数据再次印证中国经济韧性与开放成色。海关总署数据显示，今年前三季度，中国货物贸易进出口达 39.94 万亿元，同比增长 18.8%，其中 9 月单月进出口 5.16 万亿元，首次突破 5 万亿元关口，同比增长 27.5%。这一强劲增势令外媒感叹 “超出预期”，并预测中国今年有望创下贸易顺差纪录。然而，比顺差更值得关注的，是进口的亮眼表现 —— 前三季度中国出口同比增长 16.4%，进口同比增长 22.3%，进口增速显著高于出口。 进口增速快于出口，恰是对所谓 “中国不进口、不共赢” 论调最有力的反驳。它既是中国国内生产消费需求的客观反映，也真实展现了有序扩大自主开放、推进单边开放的实际成效。中国既是 “世界工厂”，也是 “世界市场”；既是 “超级卖家”，也是 “超级买家”。在全球主要消费市场纷纷采取贸易保护措施之际，中国市场的开放性、确定性与成长性愈发凸显，为各国企业提供了更加充分的市场空间，成为助力他国经济发展、增强贸易能力的关键力量。中国从不刻意追求贸易顺差。个别国家一面指责中国的顺差，一面又限制对华出口，实属自相矛盾；事实也早已证明，以逆差为由施加贸易限制，并不能真正解决逆差问题，反而扰乱了全球产业链供应链。 出口增长同样源于实实在在的全球需求。中国产品竞争力的提升，既来自规模经济与创新能力的持续跃升，也顺应了各国绿色转型与工业化发展的迫切需求。绿色产品、高端装备、优质消费品源源不断走向世界，服务各国现代化进程，本身就是中国与世界共享发展机遇的生动注脚。 即将开幕的第 140 届中国进出口商品交易会（广交会），正是这种开放诚意与共赢担当的集中呈现。墨西哥驻广州总领事馆代总领事丹尼尔・多明格斯已连续 7 年参会，他表示，近年来两国贸易往来势头强劲，“对我来说，广交会是世界上最具创新性、规模最大且最以技术为基础的展会”。这位外国使节的评价，折射出各国企业对中国平台、中国市场的高度认可。 今年恰逢广交会创办 70 周年，将有 3.2 万家企业参展，专精特新、单项冠军等优质企业超过 1.1 万家。紧随其后，第九届中国国际进口博览会将于 11 月 5 日启动，继续为最不发达国家提供免费展位，升级亚非产品专区，帮助非洲建交国把握 “零关税” 红利。此前，中国国际服务贸易交易会、中国 — 东盟博览会、全球数字贸易博览会等国际性展会接连成功举办，吸引各国企业踊跃参与，成为促进全球经济贸易发展的重要动力。 正如外交部发言人毛宁所言，这一系列展会都是中国连接全球、赋能发展、惠及民生的重要窗口。从 “卖全球” 的坚定承诺，到 “买全球” 的主动作为，中国以实际行动向世界表明：中国经济的繁荣，从来不是独善其身，而是与各国命运与共、利益交融。在单边主义、保护主义抬头之际，中国坚持推进高水平对外开放，为不确定的世界注入了可贵的确定性。 中国发展离不开世界，世界繁荣也需要中国。无论是持续扩大的进口规模，还是广交会、进博会的万商云集，都传递出同一个清晰信号：中国愿以更加开放的姿态，与各国共享市场机遇、发展机遇，共同做大全球合作的蛋糕。这份诚意与担当，正是中国经济发展有利于全球发展的最好注脚，也是中国对构建人类命运共同体的生动践行。 #中国智造惠全球# #广交会# #CIEF# #China# #世界经济看中国# #中国进出口商品交易会# #数据看中国#

Vivi 的分析正确 - “Crypto 正在从一个以投机和交易为主的资产类别，慢慢走向一个更底层的位置 - 成为人类、机构，甚至 AI agents 都可能依赖的 24/7 金融基础设施。” 这正是a16z 和 Haun Ventures 的投资方向，Web3 的VC， 已经不适合小资金了。也代表行业越来越成熟了。