Ray🇨🇳🇷🇺🇵🇸🇵🇰🇮🇷🌏🚀🌌

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Ray🇨🇳🇷🇺🇵🇸🇵🇰🇮🇷🌏🚀🌌

Ray🇨🇳🇷🇺🇵🇸🇵🇰🇮🇷🌏🚀🌌

@neotechcn

争取世界和平,驶向星辰大海

钓鱼岛, China Katılım Nisan 2020
2.7K Takip Edilen1.1K Takipçiler
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Thierry from arvy 🇨🇭
Thierry from arvy 🇨🇭@ThierryBorgeat·
Today is the DAY. April 17, 2026. The intermediate top before the most difficult time of the presidential cycle. THE BAD NEWS We're entering the mid-term correction phase. Historically, markets correct an average of 16% during this period. It's the weakest part of the 4-year presidential cycle. And it starts NOW. THE CHART SPX Seasonal Composite 4-Year Presidential Cycle (99 years of data): Election Year → Post-Election Year → Mid-Election Year → Pre-Election Year Red line (current cycle): Peaked April 17, 2026 Black line (historical average): Shows consistent mid-term weakness The pattern is clear. Mid-election years are brutal. THE HISTORICAL PATTERN Out of the last 20 presidential cycles, we've witnessed 19 sharp mid-term corrections. Average decline: 16% Timing: Mid-election year (Year 2 of the cycle) This is where markets reset. THE GOOD NEWS After 19 out of 19 sharp mid-term corrections, we've seen a new bull market. Duration: 2 years Phase: Pre-election year + election year (Year 3 and Year 4) This is the most bullish part of the cycle. THE SETUP We're at the top of Year 2. The correction is coming. But the 2-year bull market follows. THE MESSAGE Buy any dip in the coming months. Not now. Not at the top. But when the market corrects 10%, 15%, 20% — that's your entry. Because history says: Mid-term corrections are buying opportunities for the pre-election rally. THE PLAYBOOK 1. We're at the intermediate top (April 17, 2026) 2. Expect a 16% correction over the next 6-9 months 3. Layer in during weakness (-10%, -15%, -20%) 4. Hold through the pre-election year rally (Year 3) 5. Ride the election year momentum (Year 4) THE PATTERN NEVER FAILS 19 out of 19 times, the mid-term correction was followed by a 2-year bull market. That's 100%. THE LESSON Don't panic during the correction. Don't fight the cycle. Buy the dip. Hold for 2 years. That's the presidential cycle playbook. Today is the DAY. The top is in. The correction starts now. The opportunity is coming.
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Thierry from arvy 🇨🇭
Thierry from arvy 🇨🇭@ThierryBorgeat·
Every single midterm year since 1974. Same pattern. 1974 Ford: −35% 1978 Carter: −15% 1982 Reagan: −17% 1986 Reagan: −10% 1990 Bush: −20% 1994 Clinton: −8% 1998 Clinton: −22% 2002 Bush: −34% 2006 Bush: −8% 2010 Obama: −17% 2014 Obama: −10% 2018 Trump: −20% 2022 Biden: −27% 2026 Trump: ??? Every single one had a significant drawdown. Every single one recovered. The long-term chart kept going up. The question for 2026 is not if it recovers. The question is whether you will still be invested when it does.
Thierry from arvy 🇨🇭 tweet media
Thierry from arvy 🇨🇭@ThierryBorgeat

Today is the DAY. April 17, 2026. The intermediate top before the most difficult time of the presidential cycle. THE BAD NEWS We're entering the mid-term correction phase. Historically, markets correct an average of 16% during this period. It's the weakest part of the 4-year presidential cycle. And it starts NOW. THE CHART SPX Seasonal Composite 4-Year Presidential Cycle (99 years of data): Election Year → Post-Election Year → Mid-Election Year → Pre-Election Year Red line (current cycle): Peaked April 17, 2026 Black line (historical average): Shows consistent mid-term weakness The pattern is clear. Mid-election years are brutal. THE HISTORICAL PATTERN Out of the last 20 presidential cycles, we've witnessed 19 sharp mid-term corrections. Average decline: 16% Timing: Mid-election year (Year 2 of the cycle) This is where markets reset. THE GOOD NEWS After 19 out of 19 sharp mid-term corrections, we've seen a new bull market. Duration: 2 years Phase: Pre-election year + election year (Year 3 and Year 4) This is the most bullish part of the cycle. THE SETUP We're at the top of Year 2. The correction is coming. But the 2-year bull market follows. THE MESSAGE Buy any dip in the coming months. Not now. Not at the top. But when the market corrects 10%, 15%, 20% — that's your entry. Because history says: Mid-term corrections are buying opportunities for the pre-election rally. THE PLAYBOOK 1. We're at the intermediate top (April 17, 2026) 2. Expect a 16% correction over the next 6-9 months 3. Layer in during weakness (-10%, -15%, -20%) 4. Hold through the pre-election year rally (Year 3) 5. Ride the election year momentum (Year 4) THE PATTERN NEVER FAILS 19 out of 19 times, the mid-term correction was followed by a 2-year bull market. That's 100%. THE LESSON Don't panic during the correction. Don't fight the cycle. Buy the dip. Hold for 2 years. That's the presidential cycle playbook. Today is the DAY. The top is in. The correction starts now. The opportunity is coming.

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Civixplorer
Civixplorer@Civixplorer·
🤝 The top trade partner of every European country.
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李岳
李岳@liyue_ai·
gpt image 2生成城市宣传海报。 提示词: 一张充满新春喜庆氛围但不失高雅格调的 2026 城市宣传海报。 双重曝光,构图延续了S型的流动感; 在纯白的纹理背景右下角,一个身穿中国传统服饰的微缩人物正在挥舞着一条长长的红色丝绸舞带,这条红绸在空中舞动,不仅展现出丝绸的柔顺质感,更在向左上方飘动的过程中,奇幻地变形成了一条壮丽的山脉河流。 在这条“河流”中,叠加了一个有山有海河的广州城市手绘图,国潮,景色尽在眼底,壮阔雄伟,令人震撼。 广州的地标建筑(广州塔,珠江新城建筑群,珠江, 广州城里古建筑,游轮,白云山)。 云雾环绕,仙气缥缈,色彩丰富,结构复杂,细节丰富,但因为大面积的留白,画面依然显得清新脱俗,左下角排版着“SPRING 2026”和竖排的宣传语,整体寓意“千年商都,魅力广州”。 文字排版优美,大方,字迹清晰完整,尺寸9:16。
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PLA Military Updates🇨🇳
PLA Military Updates🇨🇳@PLA_MilitaryUpd·
New PLA Drone fire support vehicle unveiled by Chinese State Media
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Stanley
Stanley@Stanleysobest·
这就是赤裸裸的差距! 台积电,净利润3810亿,日赚:10.43亿。 工商银行,净利润3707亿,日赚:10.15亿。 建设银行,净利润3398亿,日赚:9.3亿。 农业银行,净利润2920亿,日赚:8亿。 中国银行,净利润2430亿,日赚:6.65亿。 腾讯,净利润2248亿,日赚:6.15亿。 招商银行,净利润1501亿,日赚:4.11亿。 中国移动,净利润1371亿,日赚:3.75亿。 拼多多,净利润993亿,日赚:2.72亿。 宁德时代,净利润722亿,日赚:1.98亿。 华为,净利润680亿,日赚:1.86亿。 美的,净利润439.5亿,日赚:1.2亿。 小米,净利润392亿,日赚:1.07亿。 网易,净利润358亿,日赚:0.98亿。 中国电信,净利润332亿,日赚:0.91亿。 比亚迪,净利润326亿,日赚:0.89亿。 中国联通,净利润208亿,日赚:0.57亿。 京东,净利润196亿,日赚:0.54亿。 海尔,净利润195.5亿,日赚:0.54亿。 奇瑞,净利润195亿,日赚:0.53亿。 吉利,净利润168亿,日赚:0.46亿。 长城,净利润98.65亿,日赚:0.27亿。 中芯国际,净利润50亿,日赚:0.14亿。 百度,净利润56亿,日赚:0.15亿。 理想,净利润11.24亿,日赚:0.03亿。 零跑,净利润5.4亿,日赚:0.01亿。 美团,净利润-234亿,日赚:-0.64亿。 各大企业已经公布2025年财报,本以为腾讯净利润2248亿已经强到没朋友了,没想到四大行更猛,特别是工行,净利润为3707亿,每天净赚超过10亿。本以为工行已经无敌寂寞了,万万没想到还有高手,台积电2025年净利润再次狂飙,达到551.29亿美元,大约3810亿元,这才是王炸啊,一个能打的都没有。 除了腾讯之外,比较强的民营企业还有拼多多、宁德、美的和小米华为,每天净利润都在一亿元以上。比亚迪净利润所有下滑,下滑比较猛的是理想和美团,美团都干成负数了。 有机构预测,得益于垄断级别的高端芯片生产,台积电净利润会继续狂飙,2026年或高达5500亿元。看来想赚大钱,还得拥有掌握真正的核心技术。
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Data Of Statistics
Data Of Statistics@DataOfStats·
People Who Changed the World Forever 🌍 1. Telephone → 🇬🇧 Alexander Graham Bell 2. Theory of Evolution → 🇬🇧 Charles Darwin 3. Blood Circulation → 🇬🇧 William Harvey 4. World Map → 🇬🇷 Anaximander 5. Steam Engine → 🇬🇧 James Watt 6. Printing Press → 🇩🇪 Johannes Gutenberg 7. Light Bulb → 🇺🇸 Thomas Edison 8. Vaccination → 🇬🇧 Edward Jenner 9. Computer → 🇬🇧 Charles Babbage 10. Radio → 🇮🇹 Guglielmo Marconi 11. Television → 🇬🇧 John Logie Baird 12. Internet → 🇺🇸 Vint Cerf 13. Periodic Table → 🇷🇺 Dmitri Mendeleev 14. Theory of Relativity → 🇩🇪 Albert Einstein 15. Law of Gravitation → 🇬🇧 Isaac Newton 16. Telephone Exchange → 🇭🇺 Tivadar Puskás 17. Airplane Flight → 🇺🇸 Wright Brothers 18. Electric Motor → 🇬🇧 Michael Faraday 19. Polio Vaccine → 🇺🇸 Jonas Salk 20. X-ray → 🇩🇪 Wilhelm Röntgen 21. Penicillin → 🇬🇧 Alexander Fleming 22. Atomic Theory → 🇬🇧 John Dalton 23. Quantum Theory → 🇩🇪 Max Planck 24. Spacewalk → 🇷🇺 Alexei Leonov 25. First Map of Stars → 🇬🇷 Hipparchus 26. Human Space Travel → 🇷🇺 Yuri Gagarin 27. Heliocentric Theory → 🇵🇱 Nicolaus Copernicus 28. Airplane Propeller Concept → 🇮🇹 Leonardo da Vinci 29. Supersonic Flight → 🇺🇸 Chuck Yeager 30. AC Electricity → 🇷🇸 Nikola Tesla 📊 Sources: internal Historical & Scientific Data Analytics.
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望舒
望舒@SolsolWu·
喜于乐见: 对伊朗发动的这场攻击,将永远改变美国; 来自中东的免费资金将不复存在; 美国人将不得不像其他国家一样,靠自己的双手去赚取财富,并且必须大幅勒紧裤腰带…… ------------- 更重要的是美国没有能力搞颜色革命,没有能力发动战争,没有能力敲诈勒索他国。
Kerry Burgess@KerryBurgess

This assault on Iran is going to change the United States forever. There will be no more free money from the Middle East, Americans will have to earn their money like other countries and they'll have to seriously tighten their belts...

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tiantian
tiantian@wherecall1·
说个做 PPT 的痛点。 市面上大多数 AI PPT 工具,生成出来的都是图片或者网页截图。看起来挺好看的,但想改一个字?改不了。 PPT Master 不一样。 它输出的每个元素都是真实的 PowerPoint 形状——可以点击,可以编辑,可以直接发给老板。 5,780 星,开源,免费。 怎么用? 1. 下载项目:git clone github.com/hugohe3/ppt-ma… 2. 安装依赖:pip install -r requirements.txt 3. 把 PDF、DOCX、Markdown 丢进 projects/ 目录 4. 告诉 AI:"请用这个文件生成 PPT" 5. 坐等导出,文件在 exports/ 目录 配合 Claude Code 使用,文件不用上传服务器,整个处理在本地跑。 金融从业者 Hugo He 做投行咨询,每天审阅几百张 PPT,受不了"导出图片"的方案,自己写了这个工具。 不是概念,是真正解决实际问题。 #AI工具 #开源 #PPT
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另一面
另一面@OtherSideBJ·
如果你的资金不到五万,一定要死磕这个做T技巧。在一只票反复做T,比你一直拿着赚得多得多。 本期分享五个核心的日内做T方法和技巧。 日内做T有一个大前提,那就是必须有底仓,而且还必须选择一家股性强的公司。如果股价仅凭一条直线,再好的公司、再高明的手法也难以创造空间。
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另一面@OtherSideBJ

内外盘六条铁律,帮助你判断主力是在出货还是吸筹,避开80%的陷阱。 很多散户都会关注软件上的主力资金净流入数据,认为这是判断主力是否进场的重要依据。这其实是一个巨大的误区 炒股不是简单地看数据下单,而是要看资金意图下单。主力可以操纵资金净流入,但却无法操纵内外盘里的真实买卖意愿。👉

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另一面
另一面@OtherSideBJ·
股票在大涨之前,一定会出现这4个特征。 指标可以造假,K线可以画图,成交量也可以通过对倒来欺骗散户。但以下这4个信号如果同时出现,几乎是骗不了人的。因为无论操盘手多么厉害,主力资金多么强大,他们都不可能同时制造出这4个特征。 一旦这四个信号同时出现,接下来大概率就是主升浪,甚至连续涨停的开始。 话不多说,我们直接来看这几个特征。
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另一面@OtherSideBJ

如果你的资金不到五万,一定要死磕这个做T技巧。在一只票反复做T,比你一直拿着赚得多得多。 本期分享五个核心的日内做T方法和技巧。 日内做T有一个大前提,那就是必须有底仓,而且还必须选择一家股性强的公司。如果股价仅凭一条直线,再好的公司、再高明的手法也难以创造空间。

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@Logs_importer 有的时候美国要打一下才行,比如这次伊朗干的,就让美国高层知道自己现在有几斤几两。如果亚太美军士兵知道自己下一个对手是中国,基本上都不要PLA出手,亚太美军各地航母、基地里面就会陆续出现宿舍火灾、仓库爆炸等事件的🤣🤣🤣
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Tony HS Tang 汤尼哥
Tony HS Tang 汤尼哥@Logs_importer·
突发:下一个“巴拿马港口”剧本?美国正策划协助秘鲁从中国手中夺回钱凯港? 此举是美国一项全球战略的组成部分,旨在针对那些由中国实体运营或由中方持有多数股权的港口;同时也标志着唐纳德·特朗普在“唐罗主义”(Donroe Doctrine)驱动下,致力于将美国影响力投射至整个西半球的最新动态。 在一场国会听证会上,美国众议院西半球事务小组委员会主席玛丽亚·埃尔维拉·萨拉萨尔(Maria Elvira Salazar)公然煽动秘鲁新一届政府夺回钱凯港——这是一座由中国企业持有多数股权并负责运营的设施。她毫无根据地将这座商业深水港污蔑为“对西半球构成军事威胁”(声称中国潜艇和航空母舰将在此部署并进行补给),警告秘鲁恐将面临“无法监管钱凯港”的风险,指责中国是一个“掠夺者”,并扬言美国将介入提供协助。 事实上,该港口是中国与秘鲁两国政府开展公开、公平合作的重大成果,由两国企业共同开发并运营。港口的运营为秘鲁的经济发展创造了有利条件;自2024年11月开港以来,它已迅速崛起为连接亚洲与拉丁美洲的“新陆海联运通道”上的一个关键枢纽。投入运营以来,该港口已将南美洲与中国之间的航运时间缩短至约23天,并降低了超过20%的物流成本。在运营的首年,该港口的集装箱吞吐量便突破了33.6万标准箱(TEU)。 美国国会议员们针对该港口具有所谓“军民两用”性质的虚假叙事,大肆进行恐慌煽动。他们通过干涉秘鲁内政,并毫无根据地指控中国“掠夺资源、破坏主权”,发表了一系列毫无事实依据的诽谤性言论。这些指控已遭到中方的严厉驳斥,同时也损害了秘鲁的国家主权及其政府的公信力。这场行动的终极目标在于:待中方投资彻底建成港口之后,便驱逐涉事的中资企业,转而让受美国掌控的西方公司接手。 早在今年3月,美国南方司令部司令劳拉·理查森上将便在国会面前宣称,中国在拉丁美洲各地运营的23座港口及12处航天设施均处于美军的监控之下,并被统一定性为“潜在的军民两用资产”。事实上,美利坚帝国才是那个真正赤裸裸的“掠食者”。
Loong of the east@loong_of

Breaking: The Next "Panama Port" Scenario? Is the U.S. Planning to Help Peru Reclaim Chancay Port from China? This move is part of a U.S. strategy to target ports globally that are operated or majority-owned by Chinese entities; it also represents the latest development in Donald Trump’s efforts—driven by the "Donroe Doctrine"—to project American power across the entire Western Hemisphere. During a congressional hearing, Maria Elvira Salazar, Chair of the U.S. House Subcommittee on the Western Hemisphere, openly incited Peru’s incoming administration to seize back Chancay Port—a facility majority-owned and operated by Chinese enterprises. She baselessly smeared this commercial deep-water port as a "military threat to the Western Hemisphere" (alleging that Chinese submarines and aircraft carriers would be deployed and resupplied there), warned that Peru risked being "unable to regulate Chancay Port," accused China of being a "predator," and vowed that the United States would step in to assist. In reality, the port is a major project resulting from open and fair cooperation between the Chinese and Peruvian governments, jointly developed and operated by enterprises from both nations. The port's operations have created favorable conditions for Peru's economic development; since its opening in November 2024, it has rapidly emerged as a vital hub for the "New Land-Sea Corridor" connecting Asia and Latin America. Since becoming operational, the port has reduced shipping times between South America and China to approximately 23 days and lowered logistics costs by over 20%. In its first year of operation, the port handled a container throughput exceeding 336,000 TEUs. U.S. lawmakers have engaged in rampant fear-mongering regarding the false narrative that the port serves a "dual military-civilian use." By interfering in Peru's internal affairs and baselessly alleging that China is "plundering resources and undermining sovereignty," they have issued slanderous accusations devoid of factual basis. These claims have been sternly refuted by China and have also damaged Peru's sovereignty and the credibility of its government. The ultimate objective of this campaign is to wait until Chinese investment has fully constructed the port, then expel the Chinese enterprises involved, allowing Western companies—controlled by the United States—to take over. As early as March of this year, General Laura Richardson, Commander of U.S. Southern Command, declared before Congress that 23 ports and 12 space facilities operated by China across Latin America were all under U.S. military surveillance, collectively designated as "potential dual-use military-civilian assets." It is, in fact, the U.S. empire that stands as the true, naked "predator."

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@whiteTony99 就欧洲这种傻逼样,比美国还固步自封,毕竟美国还有马斯克这种知道几斤几两的,死皮赖脸要把机器人工厂继续放在中国。即便给欧洲足够的钱,它们用100年时间,也搞不出商业核聚变😅😅😅就像欧洲的光伏、电池、芯片、人工智能、机器人等一样
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hello world
hello world@whiteTony99·
930亿欧元"地平线欧洲"核心计划,2026年起正式把中国全面排除在外,而且专挑最要命的四大领域:AI、量子、半导体、生物技术,一个不留。 过去大家还能一起申请项目、分享成果,现在中国机构连申请资格都没了,就算欧洲本土团队想合作,也得先拿出证明,说自己跟中国没任何关联,不然钱直接不给。​中国空间科学学会理事长吴季说了一句大实话:这政策对中国伤害不大,反而可能让欧洲显得更加孤立。欧盟的理由听起来冠冕堂皇,说是担心“研究安全”和“知识产权”外流。但明眼人都看得出来,这就是把科研当成了买卖,甚至当成了武器。
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菁菁乐道(lydia)
菁菁乐道(lydia)@lydia488144315·
我们被告知,中东安全需要击败伊朗,东亚安全需要击败中国,欧洲安全需要击败俄罗斯。我们从未从如何通过协调利益、管控竞争来学习如何共存的角度讨论安全问题。这并非偶然。这是霸权式的和平,安全取决于击败对手,而非维持权力平衡。 因此,安全完全依赖于威慑而非安抚;外交被视为绥靖;和平协议被视为暂时的、具有欺骗性的;战争即和平。我们的对手没有正当的安全顾虑,因为他们的政策据说总是出于侵略性、非理性或扩张主义的行为。 我们已经说服自己,我们的自由霸权是一种正义的力量,而我们的对手反对我们的主导地位,是因为他们拒绝我们仁慈的自由价值观。讨论对手的安全顾虑被认为是在“使”他们的政策“合法化”,而这被视为叛国。世界被划分为好人(自由民主国家)和坏人(专制国家)。我们不应该质疑击败俄罗斯——作为世界最大核大国——究竟有何理性安全战略意义,也不应该质疑为何各国政府甚至拒绝与莫斯科对话,讨论欧洲安全架构并结束战争。各国政府已将核威慑重新定义为核讹诈,以此表明任何约束都已失效。 所有帝国在衰落过程中都可能变得非理性。领导人为了避免衰落而承担更大的风险,必须转移国内合法性危机的注意力,继续沿用昔日强盛时代的过时战略,并倾向于强化自身不可或缺、代表普世价值的叙事,将所有反对派斥为非法和危险。难道我们才是狂热分子吗?
Glenn Diesen@Glenn_Diesen

We are told that security in the Middle East requires defeating Iran, security in East Asia requires defeating China, and security in Europe requires defeating Russia. We never discuss security in terms of how to learn to live together by harmonising interests and managing competition. This is by design. This is hegemonic peace, in which security depends on defeating rivals rather than managing a balance of power. Subsequently, security relies solely on deterrence rather than reassurance; diplomacy is dismissed as appeasement; peace agreements are temporary and deceptive; and war is peace. Our rivals do not have legitimate security concerns, as their policies are allegedly always motivated by aggressive, irrational, or expansionist behaviour. We have convinced ourselves that our liberal hegemony is a force for good, and that our opponents oppose our dominance because they reject our benign values of freedom. Discussing the security concerns of adversaries is believed to “legitimise” their policies, which is treasonous. The world is divided into good guys (liberal democracies) and bad guys (autocracies). We should not ask how defeating Russia, as the world's largest nuclear power, is a rational security strategy, or why our governments refuse to even speak with Moscow to discuss the European security architecture and end the war. Our governments have relabelled nuclear deterrence as nuclear blackmail to signal that there can be no more constraints. All empires can become irrational during decline. Leaders take greater risks to avoid decline, legitimacy crises at home must be distracted with enemies abroad, outdated strategies from a bygone era of strength are still embraced, and there is a tendency to double down on narratives of being indispensable, representing universal values, and dismissing all opposition as illegitimate and dangerous. Are we the fanatics?

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Vincent Logic | 只上干货
《新概念英语》1-4册在线朗读已上线!美式纯正发音 + Gemini AI 中文字幕,单句点读,效率直接爆表! GitHub项目地址: github.com/iChochy/NC 想刷完四册的,冲!
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阿绎 AYi
阿绎 AYi@AYi_AInotes·
程序员兄弟们,终于有人把AI编码最致命的那个毛病给治好了, GStack这次的困惑协议更新直接封神,而且感觉这次更新才是AI编码Agent真正该走的路。 Karpathy早就点破了AI编码的第一失败模式,关键不在代码写得有多烂,主要是在不确定的时候,永远自信地选一条错路,然后花十分钟把所有东西都推倒重来。 大部分人都经历过这种绝望,就是你去倒杯水的功夫,它已经把整个数据库schema改了,还写了三百行完全跑不通的代码,最后你删它写的东西比你自己从头写还要久🥺 Garry Tan把这个问题做成了一个产品特性,叫困惑协议,现在每一个工作流里都加了一个模糊门,遇到架构选型、数据建模、删除重构这种高代价的分叉点,它不再硬着头皮继续,它会停下来,精准地问你一个问题。 最反直觉的地方就在这里,让AI更犹豫,反而让整体效率高了好几倍,表面上看多了一次三十秒的确认 实际上避免了之后半小时甚至几小时的大返工。 这和那些让你每一步都点确认的反人类设计完全不一样,它只在猜错会真正浪费时间的地方刹车,其他时候该怎么跑怎么跑,有范围的打断好过无差别的确认。 这其实是在教AI拥有元认知,知道自己不知道,比知道很多事情重要得多。 最危险的从来不是能力差的助手。 是那种看起来很能干,永远不问问题,然后默默把事情搞砸的。 这次更新还有一个特别接地气的细节,加了CEO评审强化,在每一个停止点都反复强调只评审,不写代码。 就是为了防止代理太自作主张,把评审模式直接变成了实现模式。 这种从真实使用痛点里长出来的功能比一些抽象的智能都管用。 同时更新的还有GBrain深度集成, 所有技能执行前会先搜你的个人知识库,执行完自动把结果写回去。 AI终于有了长期记忆,不会每次都像第一次见你的项目一样。 过去一年所有人都在追全自主Agent。 觉得越不用人管越好,但GStack用行动证明了。 最好的AI永远不是替你做所有决定的老板,是知道什么时候该干活,什么时候该停下来问你的搭档。 这才是AI代理真正的成熟标志。 #GStack #AI编程 #Agent #开发者工具 #YC
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Garry Tan@garrytan

Karpathy's Confusion Protocol is now in GStack Karpathy called it: the #1 AI coding failure mode is the agent confidently picking the wrong path at an ambiguous decision point. You lose 10 minutes of work and have to start over. gstack now has an ambiguity gate built into every workflow. Hit a fork in architecture, data modeling, or a destructive operation with unclear scope? The agent stops and asks. No more “I assumed you wanted…” Not a blunt “confirm everything” prompt. Scoped to decisions where guessing wrong actually costs you time.

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tom david
tom david@tomdavi67680721·
@whiteTony99 美國、中國就沒有債務嗎?你也真搞笑,你們知道俄烏戰爭跟美伊戰爭已經讓中國一帶一路投資損失多少?還有恆大房地產泡沫給中國帶來多少債務?
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hello world
hello world@whiteTony99·
日元套利狂欢落幕,日本已彻底失去自救空间,只能眼睁睁看着风险持续累积。 日本央行持有超半数本国国债,意味着民间和海外资本没有人接盘,只能由央行凭空印钞购买。这种“自买自卖”的操作,本质是赤裸裸的货币放水,印出的日元并没有完全滋养本土经济,反而成了全球资本的零成本弹药。 250%的债务体量,利率如果升到2%,国债利息就会吞噬20%-25%的财政收入,财政体系直接崩盘。日本只能死扛超低利率,代价是日元疯狂贬值,汇率一路跌到市场难以接受的水平。 日本的高债务就像顽固性高血脂,平时看似平稳,一旦外部环境恶化,就会引发系统性崩溃。如今这颗雷已经冒烟,日本既没有加息止损的勇气,也没有印钞续命的空间,更没有科技与人口破局的可能。
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