Here'sa concise 50-100 word summary of today's key news: The Trump administration announced green card applicants must leave the U.S. to apply, sparking controversy. A judge dismissed the criminal case against Kilmar Armando Abrego Garcia, a Maryland man wrongfully detained in El Salvador. Mahmoud Khalil will appeal to the Supreme Court to halt his deportation. Attorney General scrutiny intensified over teen rape sentences. Fox News acknowledged on-air claims about Dominion Voting Systems were false, admitting to defamatory broadcasts. These developments highlight significant legal, immigration, and media accountability issues. (98 words)
📰 纽约时报
The change is likely to affect hundreds of thousands of people. It could also lead to more family separations as spouses or relatives wait for application decisions, immigration lawyers said.
特朗普政府称绿卡申请人需离境，影响数十万人，或导致家庭分离。
The move deals an embarrassing blow to the Trump administration, which made the Maryland man, Kilmar Armando Abrego Garcia, the face of its deportation campaign.
法官驳回对阿布雷戈加西亚的刑事案件，打击特朗普驱逐政策。
The move was expected to come after a federal appeals court on Friday ruled against Mr. Khalil, who became the face of President Trump’s crackdown on pro-Palestinian protesters.
📰 BBC News
The three teenagers were not given custodial sentences for their roles in the rape of two girls.
检方将审查三名青少年未判监禁的强奸案，因涉及两名受害女孩。
Temperatures hit 28.4C in parts of England on Friday, while delays have been reported at the Port of Dover and Birmingham Airport ahead of the bank holiday weekend.
周五英格兰气温升至28.4℃，多地机场与港口出现假日旅客排队延误。
President Donald Trump says he wants to send more troops to Poland, a week after his officials cancelled a similar deployment.
Rubio向北约盟友保证美将增兵波兰，前一周曾叫停类似部署。
📰 CNN
Fox News承认，关于Dominion投票系统的部分陆台说法是不实的，且此承认随 recently 的交易公布而出现。
Dominion仍对选举否认者如Rudy Giuliani等提起诉讼。
• Fox-Dominion trial delay 'is not unusual,' judge says • Fox News' defamation battle isn't stopping Trump's election lies
📰 Google DeepMind
Biologists use Co-Scientist to find novel factors that successfully rejuvenate human cells.
科学家用AI助手发现逆转衰老的关键因子。
We’re expanding access to Google AI Ultra subscribers globally and introducing a new capability powered by Street View.
📰 arXiv (AI)
arXiv:2605.20189v1 Announce Type: new Abstract: Despite the remarkable success of large language models (LLMs), they still face bottlenecks while deploying in dynamic, real-world settings with primar
SOLAR构建自优化开放式自主代理，实现大语言模型的长期学习与持续适应，高效解决动态环境中的概念漂移挑战。
arXiv:2605.20190v1 Announce Type: new Abstract: Iterative industrial design-simulation optimization is bottlenecked by the CAD-CAE semantic gap: translating simulation feedback into valid geometric e
提出COSMO-Agent，实现闭环优化，解决CAD-CAE语义鸿沟。
arXiv:2605.20423v1 Announce Type: new Abstract: Large Language Models (LLMs) perform well on many language tasks, but their Theory of Mind (ToM) reasoning is still uneven in complex social settings.
OSCToM利用强化学习对抗生成，改进高阶心智理论的评估。
📰 arXiv (ML)
arXiv:2605.20187v1 Announce Type: new Abstract: Understanding dependencies between variables is critical for interpretability and efficient generation in masked diffusion models (MDMs), yet these mod
利用神经估计配对互信息，提升条件扩散模型的可解释性与高效生成。
arXiv:2605.20188v1 Announce Type: new Abstract: Recommending safe and effective medication combinations from electronic health records (EHRs) is a core clinical AI problem, yet it remains difficult b
用药物关系图先验和差分注意力解决EHR噪声，精准推荐安全药物组合。（24字）
arXiv:2605.20234v1 Announce Type: new Abstract: Prior-Data Fitted networks (PFNs) have been very successful in tabular contexts, handling prediction tasks in context. However, they are designed for s
TabPFN-MT多目标上下文推理，突破单任务限制，提升表格推理效率。
📰 TechCrunch (AI)
Natural gas power plant costs have nearly doubled in two years and take 23% longer to build as data center electricity demand skyrockets.
数据中心需求推动天然气电厂成本增长66%，建设周期延长23%。
AI drug discovery startup Converge Bio raised $25 million in a Series A led by Bessemer Venture Partners, with additional backing from executives at Meta, OpenAI, and Wiz.
Converge Bio获Bessemer牵头的2500万美金A轮融资，行业大咖背书。
The social media company inked three deals in the U.S. to power its data centers and offset its carbon footprint.
Meta本周签署三项美国光伏协议，为数据中心供电并抵消碳排放。
📰 The Verge
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📰 Wired
Lots of our most-recommended headphones, power banks, and other gadgets are on sale for Memorial Day.
本周Memorial Day特惠，Sony、Apple、Beats等热门耳机、移动电源等商品促销。
The acquisition struck many people as a bizarre mismatch, but it's really a sign of where Chinese ecommerce giants are already going.
这笔收购看似奇怪，实则显示中国电商向品牌整合与自有品牌转型。
Some of WIRED's favorite griddles, grills, and pellet smokers are as much as $250 off for Memorial Day weekend.
2026年阵亡将士纪念日促销，Weber、Traeger、Recteq等热卖产品最高降价250美元。
📰 少数派
📅本周新预告《死神千年血战篇-祸进谭-》正式预告5月19日，TV动画《死神千年血战篇-祸进谭-》发布了正式预告，第1-3集将于6月21日在日本影院先行上映，7月开始播出。田口智久担任总导演，村田光执导 ...查看全文
在浏览器扩展这边，近期又有哪些好用、有趣的「新玩意」呢？查看全文
如果你喜欢城市地图、旅行纪念、桌面壁纸、打印海报，或者只是想看看一座城市的路网长什么样，可以试试这个工具。查看全文
📰 阮一峰的网络日志
这里记录每周值得分享的科技内容，周五发布。
这里记录每周值得分享的科技内容，周五发布。
这里记录每周值得分享的科技内容，周五发布。
📰 CNBC
Warsh could guide to a smaller role in day-to-day markets, while also setting clearer rules for how and when it should intervene.
Warsh或将引领美联储市场角色缩小，设定更明确干预规则。
Gabbard said she is leaving her post to support her husband, who is battling a rare form of bone cancer.
Tulsi Gabbard因支持患罕见骨癌的丈夫辞去情报职务。
President Trump droppped his $10 billion lawsuit against the IRS in exchange for the DOJ creating a $1.8 billion fund to compensate alleged "lawfare" victims.
特朗普放弃100亿美元诉IRS，换取司法部设立18亿美元赔偿基金。
📰 Seeking Alpha
SPYT是一只低波动、低杠杆的覆盖式期权ETF，主打稳健持牌收益。
Timken重点谈成本控制、创新与可持续，展望长期增长与投资者回报。
Investec集团Q4 2026财报称业绩稳健，展望未来。
📰 The Economist
Sometimes it is more than merely an exogenous constraint
经济学家需将道德视作内生因素，而非仅外在限制。
Does the country’s manufacturing success leave space for anyone else?
Some have been hammered; even those who haven’t might be soon
📰 Business Insider
This week's live sports line-up includes can't-miss NBA, NHL, WNBA, and PWHL games, along with soccer, tennis, and motorsports.
本周直播NBA、NHL、WNBA、PWHL及赛艇、网球等体育赛事。
After countless hours of testing mattresses, we found the best Memorial Day mattress sales from Saatva, Tempur-Pedic, Sleep Number, and more.
本文精选本周末萨特瓦、泰普蒂克、Sleep Number等品牌的热销床垫优惠。
From Apple AirPods and patio upgrades to the perfect carry-on bag, these are the 45 heavily marked-down Amazon Memorial Day deals worth shopping.
亚马逊推出45款5折以上折扣的热卖纪念日及优惠商品。
📰 U.S. Federal Reserve
Kevin Warsh takes oath of office as chairman and a member of the Board of Governors of the Federal Reserve System, and the Federal Open Market Committee unanimously selects Warsh as its chairman
凯文·沃什就任美联储主席兼FOMC主席，全体一致选举。
Agencies publish resolution plan feedback letters for certain domestic and foreign banking organizations
监管机构公布部分国内外银行解决方案计划反馈意见。
Federal Reserve Board issues enforcement action with former employee of Commerce Bank
美联储对某商业银行前员工实施强制执法行动。
📰 AI前线
📰 36氪
新鲜零食品牌争相竞逐新市场。
36氪获悉，新鲜零食品牌「金粒门」近期密集落地全国布局，正式开启跨区域快速发展阶段。近日，金粒门华南首店、湖北首批合计6家门店已经进场装修。与此同时，金粒门华东首店将于5月29日正式入驻南京新街口IFCX，持续布局长三角核心市场。
金粒门相关负责人表示，金粒门将持续加码门店布局，
AI不是某一个超级单品的故事，而是一个多端协同的生态故事，消费者的期待与顾虑，正在定义这个生态的进化方向。
AI与硬件的融合分为四个阶段，当前正处于从深度融合走向生态化的关键节点。AI渗透率在手机端已从15%涨到40%，但仍是“加分项”而非“决策项”。未来，AI硬件生态的四个步骤——感知、记忆、决
📰 钛媒体
在这家以“沉默的绝对忠诚”为底色的科技巨头内部，新一代年轻员工已不再甘心充当宏大企业叙事下的无名注脚。面对巨大的AI时代红利，他们正以前所未有的姿态，强硬地确立自己的利益坐标。
AI创作“血洗”短漫剧行业，供需矛盾凸显，内容过剩、生命周期缩短，快手告别投流ROI，提出GMV共享。
国产AI视频模型杀死电影？它只不过是杀死了“好莱坞式的门阀”。
📰 Import AI
Welcome to Import AI, a newsletter about AI research.
AI Stuxnet、Muon优化器失效，探讨正向对齐的挑战。
What laws does superintelligence demand?
AI超级智能的法律需求是什么？
The first step towards recursive self improvement
AI系统即将开始自我构建，开启递归自我改进。
📰 AI Weekly
For nine years the AI boom has been a private bet, priced by a small circle of venture funds and sovereign wealth in rounds most people could never touch. This week it started going public. SpaceX fil
SpaceX拟800亿美元IPO，AI热潮进入公开融资阶段。
Six days after we called $725B a bet on what no one wanted, the receipts started landing. Meta committed $145B to AI infrastructure the same week it began firing 8,000 people. Standard Chartered descr
Meta投入145亿美元AI基础设施，同期裁员8000人，削减低价值岗位。
Hyperscalers will spend $725 billion on AI infrastructure this year. The users they are spending it on are now actively rejecting the output. Gartner finds 50% of US consumers prefer brands that don't
AI基建725亿投入，但50%消费者更倾向于不使用AI生成内容的品牌，用户主动拒绝其输出。
📰 TechCrunch AI
You can now disco ball-ify your entire Pixel homescreen, says Google.
Some AI startups are stretching traditional revenue metrics when talking about progress publicly. And their investors are fully aware.
The SpaceX S-1 is finally here, and the story it tells goes way further than rockets. The filing runs to 36 pages of risk factors alone, and the numbers inside match the ambition: a $28
📰 Google DeepMind
Biologists use Co-Scientist to find novel factors that successfully rejuvenate human cells.
科学家用AI助手发现逆转衰老的关键因子。
We’re expanding access to Google AI Ultra subscribers globally and introducing a new capability powered by Street View.