公开“叛党”、低级搅局!美国中选最后时刻“精彩纷呈”
SpaceX loses bid to toss NAACP lawsuit over Memphis data center air pollution
Judge says xAI must face NAACP lawsuit on data center pollution
小众软件发现频道全量开放 .md 格式内容,可让 AI Agent 直接访问
对于嫌弃论坛访问慢的同学,可以使用 x.appinn.com 直达发现频道。

小众软件论坛的发现频道(faxian.appinn.com)主要收集由开发者/用户提交的各类软件、应用、AI 产品。目前已经放开了 .md 格式内容,非常方便 AI Agent 访问:
只需要在发现频道 URL 的结尾,添加 .md 即可:

如果带上请求头 Accept: text/markdown,也可以不改变 URL:
curl -L -H "Accept: text/markdown" https://meta.appinn.net/t/93080

能够获取完整的单篇内容,包括分类、标签、发布时间,以及全部评论。
流量能节省多少?
一个好消息:使用 md 能过极大的节省流量,带宽。以上面这个例子为例,普通网页(第一次打开)需要下载 4.8MB 的文件:

而如果是 .md,浏览器显示只需要 7 次请求,已传输 464 kB,471 kB 条资源,完成: 1.47 秒,DOMContentLoaded: 790 ms,加载: 1.01 秒。
但使用 curl 测得 Markdown 的 Gzip 响应体只有 4,654 字节(约 4.5 KiB)。
差了 1000 倍,理论上一次人类访问,可以让 AI 访问 1000 次。
当然 .md 不太适合人类直接阅读,还是交给 AI 的好。
原文:https://www.appinn.com/appinn-faxian-channel-markdown-ai-agent/
相关阅读
- 基于微信官方 OpenClaw 插件,将任意 AI 接入微信
- 软件 AI 化,势不可挡|AI Agent 是什么?
- 来跟随「印象笔记」学习好用的 Markdown 语法吧
- Markdown 工具补完
- QQ 邮箱发布 AI 专用邮箱:Agent Mail,每人可抢注两个地址[内测]
©2021 青小蛙 for 小众软件 | 加入我们 | 投稿 | 订阅指南
3659b075e72a5b7b1b87ea74aa7932ff
点击这里留言、和原作者一起评论
不开玩笑,在安卓手机上安装 iOS 系统:小米 8、Pixel 6 已成功
最近,接连有开发者成功在 Android 手机上运行 iOS 系统:
- Google Pixel 6 已经能够启动 iOS 16.7.16,进入桌面、打开设置,并通过触摸屏操作
- 小米8 运行 iOS 16.5,实现了 GPU 图形渲染、Wi-Fi 联网和 Safari 浏览器等功能
注意,这是真正的 iOS 系统移植,并非模仿 iPhone 界面的 Android 主题。

Pixel 6:成功进入 iOS 桌面,但运行很慢
GitHub 开发者 everettjf 最近公开了 pixel6ios 项目(GitHub),在 Google Pixel 6 上运行 iOS 16:

根据开发者公开的记录,项目已经实现了第一个阶段的目标:
- 启动 iOS 系统,进入主屏幕。
- 触摸屏可以操作。
- 能够打开「设置」以及「关于本机」页面。
- Safari 等应用仍存在无法正常使用的问题。
不过,目前系统运行速度非常缓慢,距离正常使用还有明显差距。
开发者表示,第一阶段的研究目标已经完成,项目暂时停止进一步开发。
小米 8:iOS 16 也跑起来了
前两天,青小蛙也看到了另一位开发者公开的 dipper-xnu 项目(GitHub),使用小米8安装了 iOS 16.5 系统:

目前可以使用 Wi-Fi,可上网,可显示电量,可用手电筒,可以打开一些应用。
但与上面那个项目相同,都是非常早期的实验项目,想要完整使用 iOS 还有非常长的路要走。
安卓手机为什么能运行 iOS?
关键在于苹果操作系统使用的 XNU 内核。
macOS、iOS 和 iPadOS 都以它为基础。苹果公开了 XNU 的部分源代码,因此开发者可以研究它的实现,并尝试将其移植到其他硬件平台。
但 iOS 并没有像普通 Android 系统那样,为第三方手机提供完整的硬件适配方案。开发者需要自行解决启动流程、内存管理、设备树、存储控制器、显示输出、触摸屏以及各种驱动问题。
大致需要经过以下几个阶段:

其实,不止两台 Android 手机能装 iOS
此前,ios-sweet 项目已经尝试在 Redmi Note 10 Pro 上运行 iOS 16,并于 10 月 18 日报告成功进入主屏幕。
该项目使用苹果开源的 XNU 内核,配合 iPhone X 的 iOS 16.7.16 用户空间组件,让 Android 手机能够运行 iOS 的系统服务和原生界面。
随后,ios-topaz 又尝试将 iOS 16 运行在 Redmi Note 12 4G 上,实现了:
- 启动后进入 iOS 主屏幕
- 使用四个 Cortex-A73 核心
- 配备触摸键、音量键和电源键
- 支持 Wi-Fi
- Safari 浏览器支持 HTTPS 协议。
GPU 部分也已完成:Adreno 610 通过 Mesa freedreno 和 CoreAnimation 的 OpenGL ES 渲染器绘制整个 UI,所有八个核心(AMP)均参与其中,并负责声音、充电、壁纸、小部件和插件注入(ElleKit)。
从黑苹果到黑iOS
开发者们其实一直热衷于挑战操作系统和硬件之间的边界,尤其可以同时享受操作系统便利和高性价比的硬件。
而这一轮 iOS 才刚刚开始,说不定哪一天我们就能真的在一台安卓手机上,看到完整的 iOS 系统呢。
原文:https://www.appinn.com/android-run-ios-xnu/
相关阅读
- 数码荔枝双 11 软件大促开启,100+ 正版工具 5 折起
- Claw Cloud Run 将于2026年5月11日服务停止,可退款
- TabKey Appinn – Tab 一下,自动完成输入!
- Relic Run – 跑酷游戏再度来袭,还带枪战[iOS/Android/WP]
- Can I Run It – 你的电脑能运行它吗?可自动测试超过 8500 款游戏的最小以及推荐配置
©2021 青小蛙 for 小众软件 | 加入我们 | 投稿 | 订阅指南
3659b075e72a5b7b1b87ea74aa7932ff
点击这里留言、和原作者一起评论
发现频道:10款大家发现的好评软件[2026年第44期]
![发现频道:10款大家发现的好评软件[2026年第44期] 1 发现频道:10款大家发现的好评软件[2026年第44期] 1](https://static3cdn.appinn.com/images/2026/01/Copy-of-appinn-homework-16.jpg)
最近10日,来自小众软件论坛的发现频道的热门排行榜,由系统自动生成,直接列出来:
上期回顾
相关阅读
- 小众软件 2023年度精选.2
- 小众软件 2023 年度精选.1
- 每日发现:即时翻译聊天、HDR 修图、兴趣社区、照片统一收集、聊天聚合等
- 每日发现:云收藏『勺子』、云算、硬盘女神、杰客等
- 每日发现:大法媒体工具、Mac 高仿 Win、AHK 输入法自动切换、校园直播、Windows 版的 Alfred 等等
©2021 青小蛙 for 小众软件 | 加入我们 | 投稿 | 订阅指南
3659b075e72a5b7b1b87ea74aa7932ff
点击这里留言、和原作者一起评论
[分享发现] 处理了一年的劳动纠纷,最近二审判决了,说一下个人感悟
-
未见明确条款与签章前,切勿签字: 谈判时不要因顾虑离职证明或碍于情面而草率妥协。一旦落笔签字,事后想要撤回或推翻的法律门槛极高。即便决定接受协商条件,也必须确保金额明确,且双方当场签字盖章、人手一份原件。
-
放弃人情幻想,提前留存证据: 保持警惕心,不要瞻前顾后,不要因为表面关系不错就放松戒备,沟通时,能录音就录音。当初瞻前顾后、一味顾及情面;争端一旦埋下,终究难免对立,倒不如一开始就不念情面,守住自己的条件。
-
理性看待协商与诉讼的边界: 如果对方确有协商诚意、补偿对价明确,是可以考虑接受协商的,但前提是全部落实到书面协议上。打官司有理不一定赢,有证据也不一定赢。拿劳动争议来说,裁判时还会兼顾营商环境的平衡考量。
-
善用专业咨询,认识工具局限: 遇到纠纷最好咨询律师,只是免费咨询的律师,未必愿意花精力深入帮你研究案情;当然多拿一个参考思路也有价值。依靠 AI 的局限,往往就是缺少多角度发散的实务思路。
-
一审定生死,起诉阶段必须成型: 一审写起诉状的时候,就要定好诉讼打法、梳理法条。本身处于劣势的案子,不要指望光靠口头陈述就能胜诉。 一审的庭后书面陈述作用有限,法官大概率只是粗略看一眼,整套诉讼思路,必须在起诉状或者开庭阶段就完整呈现。 二审一般不再重新细查事实,重点只看一审有没有重大纰漏,这个阶段再换全新打法,基本没有用处。
-
切忌被群体情绪裹挟: 群体氛围会悄悄消解人的坚持。如果只有我一个人谈判,或许不会这么容易松口。多人一起协商,很容易被群体情绪裹挟,独立判断被冲淡,被 “快点了结、维持和气” 的想法牵着走,不知不觉做出退让。抱团不一定是优势,没有统一底线的群体,很容易被对方分化击破。
-
提前布局财产保全: 若决定起诉,建议同步考虑财产保全以防公司转移资产或拖延履行。实操中申请免担保较难通过,可优先通过保险公司或“人民法院在线服务”平台购买诉讼财产保全责任险(保函)。几万元标的额的保函费用通常仅数百元,加上法院收取的保全费,总成本一般在千元以内,却能有效增加后续执行的筹码。
稍微完整的过程我放在了我的博客 https://blog.ptdg.dev/posts/2026-10-30-labor-lawsuit-final-judgment/ 。
这算工作经历中第二次仲裁,也是年轻人的第一次诉讼。整个过程(包含社保窗口)最槽病的应该就是不粘锅、难以打通的电话、排队的窗口、漫长的等待。当地法院窗口立案一立一上午,还是人民法院在线网立好一点,但是线下立有一个诉讼辅导中心可以找不合规的问题,线上估计会出现几次等待、退回的过程。
德布勒森法院终审驳回,宁德时代欧洲最大工厂稳了,资格赛结束,产能交付赛开跑
(本文作者为 预见能源,钛媒体经授权发布)
文 | 预见能源
预见能源获悉,2026年10月29日,德布勒森法院驳回当地居民对宁德时代电池工厂环境许可的诉讼请求,认定政府审批程序不存在违法情形,判决不得上诉。
一个多月前,这座规划100GWh、总投资73.4亿欧元的工厂刚刚启动电芯试生产,模组累计产量已达53.7万套,宝马德布勒森整车厂就在几公里外等着接货。
工厂的许可文件在三年半诉讼期间被反复修订,用水量、灰水利用、大气排放的标准都收紧了,原告没有对修订后的版本提出异议,其诉权随之丧失。赢的是一道程序题,但程序题在跨国制造里就是生死题。
法律地基不再晃动之后,我们也随之看见,这座工厂嵌进欧洲电池供应链的位置,到底有多难被替代。
法院给的不是“免死金牌”,是一张“继续比赛”的许可证
2023年初春,当地自然人和公民组织针对工厂的统一环境使用许可提起诉讼,要求撤销许可。
三年半里,工厂的许可文件被修订了不止一次,用水和排放标准比2023年原版更严。法院审判团主席在判决理由中表示,原告没有对修改后的许可提出上诉,法院不能就已不存在的许可作出撤销裁决;而且随着许可修订,“工厂的运营变得更环保,原告方也部分实现了目标”。行政程序本身被审查了一遍,未发现违法。
这意味着,宁德时代在匈牙利面对的最大单一法律风险已经出清。对于一座投资73.4亿欧元、规划雇佣约9000人、已与当地300多家企业建立合作关系的制造基地来说,这个确定性不是锦上添花,是底线。
工厂2026年9月22日启动电芯试生产,10月底法院终审驳回,节奏上几乎是踩着点把法律悬念拆掉的。
欧洲人烧掉的钱和德布勒森正在补上的缺口
要看懂这纸裁决对行业的分量,得先看欧洲电池产业在过去三年经历了什么。
瑞典Northvolt曾被叫作“欧洲电池之光”,大众给了十年期大额订单,破产前估值一度冲到千亿级别,最终在2024年11月于美国申请Chapter 11破产保护,2025年3月瑞典主体正式申请破产。
它的失败不是因为欧洲没有钱,也不是因为没有政策意愿,而是供应链稳定性、产能爬坡和成本控制三件事同时没有跑通。
Northvolt倒下之后,欧洲电池行业的叙事发生了一个安静的转向:多家欧美电池企业开始与中国制造商商讨租赁闲置产线代工,Stellantis搁置了在德国和意大利的两个电池工厂项目,保时捷缩减了Cellforce部门的产量,理由是“大规模生产电池在经济上已不再可行”。
欧洲不是不想自己造电池,是宣布的产能和实际能跑通的产能之间,隔着一整套工程纪律。
欧盟《工业加速器法案》草案要求电池本地化比例分阶段提升,但欧洲汽车制造商协会委托的研究显示,即使到2032年欧洲电芯产能增长到306GWh,在上述规则下本土供应仍难以完全满足需求。
如果本地化要求2028年开始实施,可能有约300万辆汽车因为缺少合规电池供应而无法获得相关激励资格。规则可以写得很硬,但产线不会因为规则硬就自己长出来。
德布勒森工厂的位置,恰好卡在这个缺口的正中间。
100GWh的规划产能,一期40GWh“还没量产就被客户全部订光,第一个大客户是奔驰”,宝马也是明确的核心客户之一。宝马在几公里外的整车厂2025年底开始量产新世代车型,九个月实现第5万辆下线,宁德时代是其电池供应商之一;奔驰、Stellantis、大众在匈牙利及周边都有新能源产能布局。
客户在哪儿,产能就在哪儿——这句话已经成为了一条物理约束:电池占电动车成本约40%,跨海运一箱电芯的物流成本和响应周期,和同城供货完全不在一个量级。
碳足迹的账本落在匈牙利,这才是裁决之外更长线的东西
短期看,裁决解决的是法律资格问题。中期看,真正把德布勒森和“从中国海运电池”区分开的,是欧盟《新电池法》的时间表。
按法规原文,动力电池碳足迹等级标签义务的适用日期为2026年8月18日“或相关授权法案/实施法案生效后18个月,以较晚者为准”。配套细则一日未就绪,强制义务一日不自动生效。
2027年2月数字电池护照强制实施;2028年2月起,碳足迹超过最大阈值的电池直接禁止在欧盟销售。这套规则的关键机制在于:碳足迹按生产地记账。
电池在匈牙利造,就吃匈牙利的电、按匈牙利的电网结构核算,和从中国工厂生产再海运过来的电池,是两本完全不同的账。本地化生产在2028年之后不是“成本选项”,是准入资格本身。

宁德时代在欧洲的产能布局已经不只是德布勒森一处:德国图林根14GWh工厂早已运转,匈牙利100GWh正在爬坡,与Stellantis合资的西班牙50GWh工厂规划年底前后投产,三处加起来欧洲本地产能超过160GWh。
这套布局的合理性不在于“把中国产能搬出去”那么简单,它对应的是欧洲整车厂在碳关税和本地化规则下,对可审计、可追溯、物理上就近的电池供应的刚性需求。
宝马把新世代车型的全球首发工厂放在德布勒森,宁德时代的电芯厂就在隔壁,这不是巧合,是供应链半径被规则和成本同时压缩之后的自然结果。
当然,2028年的碳阈值对中国电池企业仍然是一道真实的门槛,碳足迹核算的方法学由欧盟主导,中欧两套算法尚未互认。但德布勒森工厂的意义恰恰在于:它把“中国效率”放进了欧洲的碳账本框架里运行,而不是站在框架外面等结果。
裁决扫清了法律层面的不确定性,剩下的变量——产能爬坡速度、绿电采购进度、良品率是工程和运营问题,不是资格问题。对于一座已经启动试生产、客户名单写满奔驰宝马大众的工厂来说,资格问题比运营问题难解决得多,而资格问题已经解决了。
回到那纸判决。 德布勒森法院没有给宁德时代发一张“安全证书”,它做的是更基础的事:确认这场持续三年半的法律争议已经失去了继续存在的对象,许可经过修订、标准变得更严、行政程序合法,原告的诉权随之终结。
一座100GWh的工厂不会因为一场判决变得完美,但它不再需要一边开产线一边等法院传票。宝马的整车从德布勒森下线,奔驰的电芯从同一条供应链进来,西班牙的合资厂年底进场,欧洲本地产能往160GWh以上走——这些事的价值不需要法院来证明,法院只是把挡在它们前面的最后一块法律石头搬开了。
搬开之后,拼的就是产能爬坡和订单交付,那才是德布勒森真正的比赛。
更多精彩内容,关注钛媒体微信号(ID:taimeiti),或者下载钛媒体App
EqualAI CEO: Your AI assistant is acting in your name. Who signed off?
This summer, investor Katie Jacobs Stanton said her AI assistant, Instinct, sent an email on her behalf without consulting her first, according to TechCrunch. She described the email as innocuous. The breach of trust was not.
Next time, it could be the email that costs someone a job, a marriage or a lawsuit.
The appeal of personal AI agents is compelling. An assistant that can identify priority emails and draft responses, remember your mother-in-law’s birthday and buy a present based on your correspondence is enticing. For people stretched by demanding jobs, caregiving, or a disability, that help can be transformative. But Stanton’s experience raises an important question: when we give an assistant access to our lives, how do we retain control? Assistants such as Instinct and Meta’s Muse act for us rather than simply answering questions or making recommendations. A mistaken purchase may be refundable. An intimate disclosure cannot be taken back.
The harms are already emerging. Forbes reported that when investor Jason Yeh asked Instinct to find open dinner reservations, it booked a table instead, leaving him with a $200 cancellation fee he never approved. TechCrunch reported that one tester couldn’t get his data deleted, and another received an inbox summary hours after disconnecting her account. And in September, security researcher Patrick Wardle exposed a flaw in Muse’s Mac app that could let malware already on a computer hijack the assistant, which Meta quickly patched.
The problem now reaches our bank accounts, too. Last week, major financial institutions reported that personal AI agents were operating inside online accounts. In one case, an agent called a bank without authorization to file a complaint. JPMorgan Chase CEO Jamie Dimon said the bank would not allow unvetted “outside agents to come in inside the company”, and Schwab’s CEO said they’re actively blocking unauthorized agents. White House adviser David Sacks countered that data was shared willingly and these are “in no way cyberattacks.” Each side has a point, which is precisely the difficulty. We have not yet settled on what authorization means when the party acting is software.
The failures are also hard to see. A public record launched this week by the security firm Manifold counts 59 incidents since July 2025, forty-two of them disclosed in the past four months alone. The median incident took 70 days to come to light, and only 11 of the 59 were detected by a security control.
At EqualAI, we have long maintained that good AI governance is good business because trust will ultimately determine whether people adopt these tools at all. We recently convened senior executives who develop and deploy agents to work through a simulated crisis. The exercise exposed the same gaps repeatedly. In our mock company, without sufficient AI governance, audit trails were too thin to reconstruct what an agent had done. Vendor contracts were silent on who answers when an agent errs. Responsibility for oversight was assumed rather than assigned. These gaps were most acute where speed had outrun precaution. Those gaps shaped the roadmap that came out of the exercise.
The legal landscape is moving in the same direction. California law now prevents companies from avoiding civil liability by arguing that the AI acted autonomously. Senators Hawley and Murphy proposed extending federal anti-hacking law to developers and operators whose agents recklessly cause damage.
Those same principles should apply to the assistants people are bringing into their homes. For consumers, they translate into four commitments.
Make permission specific. An assistant should receive only the access a task requires. Permission to read your inbox should not automatically become permission to send emails in your name. Before an assistant spends money, changes who can access an account or shares sensitive data, there should be safeguards in place, which are known to users.
Assign responsibility in advance. If an assistant wrongly cancels your flight, the remedy must be clear. Companies should determine in advance of deployment who investigates an assistant’s unauthorized actions, who can halt them and how users are made whole.
Test with users’ perspective. Independent testing should confirm that assistants ask before acting, respect their limits and fully disconnect when access is revoked. Because models change constantly, testing must be continuous. Wardle’s discovery was valuable. Work like his should be the norm.
Report and study failures. Aviation became one of the safest forms of travel in part because pilots and airlines report near misses and investigators learn from them. Companies should be expected to identify an “AI incident”, preserve the records, notify those affected and correct the underlying cause, while policymakers can establish reporting requirements for serious cases.
Consumers also have a role. They need to understand permissions they’ve granted and how to revoke its access. But the greater responsibility rests with companies selling the tools to define their limits and set reasonable expectations. We shouldn’t need a cybersecurity background to use these tools safely.
We board planes without understanding how they fly because industry and regulators answer for our safety. We need a similar framework for AI assistants. If companies want our inboxes, accounts and errands, they must earn our trust by clarifying what we’re authorizing, how to regain control, and answer for mistakes their assistants make in our name.
The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.
This story was originally featured on Fortune.com
Otter.ai is moving beyond transcription—and deeper into your workday
Eight years ago, Otter.ai’s pitch for its transcription app was pretty straightforward: The Mountain View, California-based startup would turn audio into readable text in real time. And it would do it for free. But in 2026, the company is now competing against a chorus of competitors that all leverage AI to provide real-time transcription. Otter’s answer to that challenge amounts to changing the channel—to go beyond transcribing to extracting insights from all that banter.
“As our CEO Sam [Liang] has shared a number of times, a transcription was never the end goal,” says Otter’s new CMO Alex Gay. “The opportunity for us really is about what can you do when you capture all of that conversation across all the contexts that organizations need.”
As in, building on that to make meetings less of a time-suck by going beyond Otter’s existing ability to summarize what people said (a feature many competitors can do) to suggest what you should say next.
Gay argues that meetings are often inefficient for predictable reasons: Participants arrive unprepared, the right people aren’t in the room, or agreed-upon follow-up tasks never get done. The result is what Gay calls “this loop of having to have more meetings to just improve the productivity of the meeting.”
Otter hopes to break that cycle with three new features introduced Tuesday, all built around what Liang calls “the whole meeting life cycle” during a recent Zoom call.
All of them reward organization-wide use of Otter, which offers a free Basic tier with usage limits as well as three paid tiers: Pro, $99.96 per user per year; Business, $239.88 per user per year; and Enterprise, with pricing based on such factors as the size and scale of a deployment. Otter says it has more than 40 million users but doesn’t break down how many pay.
First, Otter will automatically compile a “Pre-Meeting Brief” based on transcriptions of prior meetings as well as whatever other apps and tools an office connects to Otter via the platform’s array of integrations.
Second, Otter will offer “Live Assist” help during Zoom, Microsoft Teams, and Google Meet calls based on the context of the conversation. Liang describes it as a “sales-call sidekick” that’s “listening to the customer. It has all the background on the customer. It’s trained on thousands of high-level sales calls in the past.” (While other participants with an active Live Assist agent will see an Otter notetaker in the meeting window, its full capabilities are not disclosed.)
Afterward, Otter switches to “Work Mode” to put together a recap and help handle follow-up tasks, including drafting emails, Liang says.
The CEO’s description for the app that he doesn’t want people to think of as a transcription app: a “conversation knowledge engine.”
Otter also plans to expand language support beyond the current limited selection of English, French, German, Spanish, and simplified Chinese while further improving its understanding of accents. (Gay, who speaks with a Scottish brogue, admitted that Otter’s accuracy can drop “when I get particularly Scottish or start to use colloquialisms.”)
And the company plans to step up its marketing for all of these features with a new $320 million investment from General Catalyst. Gay says expanding Otter’s adoption in organizations beyond individual- or team-sized beachheads is high on its to-do list.
“We think we have to demonstrate the impact that we can have across two or three functional areas, and then show how that could be improved with context access across their organization,” he says.
Privacy concerns
AI notetakers on calls haven’t always been welcome, with some security agents advising against using them at all. Otter itself is defending a class action lawsuit filed last year alleging that its software “deceptively and surreptitiously” captured private conversations.
State privacy laws regarding recording conversations vary widely. California, for example, requires the consent of all parties in a conversation, while Virginia only needs the consent of one party.
Gay acknowledged those concerns but maintained that Otter doesn’t repurpose customers’ conversations for other uses. He says the company’s model training is limited to speaker identification, rather than mining the contents of conversations as some other generative AI tools might. (I should note that I used an AI-transcription app for our conversation, but one that works offline: Google’s Recorder app for Pixel phones.)
Gay also pointed to Otter’s use of encryption both at rest and in transit, arguing that customers can be confident their data remains their own. Still, the CMO acknowledges that Otter has more work to do to satisfy some security-conscious customers. He says the company already serves regulated industries, including finance, but needs to develop additional capabilities for organizations with zero-trust IT policies. “There’s still new capabilities that we need to build.”
What else is listening?
In a world where a smartwatch,
Judge allows NAACP lawsuit over xAI data center pollution to move forward
Ubuntu LXD 爆出满分 10.0 高危漏洞,无需密码即可接管虚拟机|CVE-2026-112816
10 月 30 日,Canonical(Ubuntu 背后的公司)披露了一项严重安全漏洞 CVE-2026-112816,CVSS 4.0 评分高达 10.0 分,达到最高危险等级。
该漏洞影响 Canonical LXD,一款用于管理 Linux 容器和虚拟机的开源工具,常见于 Ubuntu 服务器、私有云及服务器集群环境。

漏洞有多严重?
正常情况下,远程管理 LXD 需要通过客户端证书验证身份。
但此次漏洞存在证书验证缺陷,攻击者只需获得受信任客户端的公开证书,就可能通过伪造证书链绕过身份认证。
无需密码,也无需窃取私钥,就可能获得整个 LXD 集群的管理权限。
成功利用后,攻击者可以控制集群中的容器和虚拟机,甚至可能获得宿主机的 root 权限。
哪些用户受到影响?
主要是使用 LXD 或 MicroCloud 管理服务器的用户,包括:
- Ubuntu 服务器上的 LXD 用户
- 使用 LXD 管理容器、虚拟机的个人及企业用户
- 使用 MicroCloud 部署私有云、服务器集群的管理员
普通 Ubuntu 桌面用户,以及仅使用 Docker、Proxmox VE(PVE)自带 LXC 容器的用户不受此次漏洞影响。
如何修复?
Canonical 已于 10 月 29 日发布修复版本:
| 产品 | 修复版本 |
|---|---|
| LXD 6.x | 6.10.1 |
| LXD 5.21 LTS | 5.21.9 |
| LXD 5.0 LTS | 5.0.11 |
| LXD 4.0 LTS | 4.0.15 |
| MicroCloud 3.x | 3.4.1 |
| MicroCloud 2.x | 2.1.5 |
通过 Snap 安装的用户,可以执行:
sudo snap refresh lxd
MicroCloud 用户执行:
sudo snap refresh microcloud
原文:
相关链接:
相关阅读
- PowerToys、Wintoys 等 70 多款 Windows 软件遭遇冒牌官网攻击
- PwnEscape:Linux 爆 9.3 分严重漏洞,一台 VPS 可能攻陷整台宿主机|CVE-2026-99999
- 群晖两连更:几乎没人用功能,Telnetd 爆出两个 9.8 分 CVE 漏洞
- React 爆出满分 10.0 漏洞(CVE-2025-55182)上一次同等级漏洞还是 Log4Shell
- Windows 记事本爆出 8.8 分漏洞,专门针对 markdown 格式|CVE-2026-20841
©2021 青小蛙 for 小众软件 | 加入我们 | 投稿 | 订阅指南
3659b075e72a5b7b1b87ea74aa7932ff
点击这里留言、和原作者一起评论
Strata 0.2.9 发布:本地大模型 Prefill 最高提速 88%,还支持 1 比特 DeepSeek
本地运行 AI 大模型的 Strata 0.2.9 发布,又变快了。

日更软件 Strata,今天更新到了 0.2.9 版本,在为本地大模型提速的道路上继续前进。
这次更新有点猛:在 Windows 系统上,使用 AMD Strix Halo 处理器运行 Qwen3.8 模型,提示词处理速度最高提升了 88%。
所谓提示词处理速度(Prefill),就是把一篇长文档、几万行代码丢给本地 AI,它读完这些内容、开始回答之前,需要等待的时间明显缩短了。
另外,这次不只有 AMD,NVIDIA、Intel 显卡也有性能优化,还新增了 Unsloth 的 1-bit DeepSeek 模型支持。
32K 长提示词,从 41 秒缩短到 22 秒(Windows + AMD Strix Halo)

开发者使用同一台 Windows 电脑、同一个 Qwen3.8 IQ3_S 模型,对 Strata 0.2.8 和 0.2.9 的推理引擎进行了交错测试,没有额外调整参数。
结果如下:
| 测试项目 | 0.2.8 | 0.2.9 | 提升 |
|---|---|---|---|
| Qwen3.8 IQ3_S / 8K | 791 tok/s | 1,424 tok/s | 80% |
| Qwen3.8 IQ3_S / 32K | 778 tok/s | 1,460 tok/s | 88% |
| Unsloth UD-IQ4_XS / 8K | 794 tok/s | 1,243 tok/s | 57% |
| Qwen3.8 解码 | 57.4 tok/s | 58.9 tok/s | 约 3% |
其中,32K 指的是约 32,000 个 Token 的输入内容。
按测试吞吐量简单计算,处理同样长度的提示词:
- 旧版本需要约 41 秒。
- 新版本只需要约 22 秒。
一次节省约 19 秒。
如果你经常让本地 AI 阅读长文档、分析代码,或者使用 Agent 处理大量工具返回的信息,这种提升很有意义。
这次优化主要来自 AMD Strix Halo 的矩阵计算核心。Strata 默认启用了新的 F16 Matrix Core 内核,以及用于专家选择的矩阵核心计算路径。
NVIDIA 显卡也提速了,8 路并发提升 45%
开发者使用一张 RTX PRO 5000,在 Linux 下运行 Qwen3.8 IQ3_S,在同时处理 8 个请求时,并发性能提升约 45%,单个请求的速度也提升了约 5.3%。
另外,Strata 还为 Linux 上的 NVIDIA 显卡默认启用了 Gated DeltaNet 的 Tensor Core 计算内核。
根据测试:
- RTX PRO 5000:长提示词处理提升约 4%~6%。
- RTX A4000:16K 和 32K 提示词处理分别提升 2.6% 和 3.2%。
Intel Arc 显卡也有优化
Strata 0.2.9 还继续优化了 Intel Arc B 系列显卡。
- 在两张 Intel Arc Pro B65 的测试环境中,提示词处理速度提升了 4.6%~15.8%。
- 同时处理 8 个请求时,总生成吞吐量从 42.1 tok/s 提升到了 53.8 tok/s。
另外,Strata 现在可以自动识别并使用多张 Arc 显卡,在双 B65 的短提示词测试中,使用两张显卡的处理速度达到 439 tok/s,而单卡为 221 tok/s。
不过,这些优化也有代价:通过批处理服务器处理单个请求时,解码速度反而下降了约 2.7%。
新增 1-bit DeepSeek:下载就要 241GB

Strata 正式提供 Unsloth 的 1-bit DeepSeek 量化模型选项。
包括两个版本:
| 模型 | 下载体积 |
|---|---|
| UD-IQ1_S | 241GB |
| UD-IQ1_M | 258GB |
1-bit 量化的意义,普通电脑真的可以运行了,可以运行了。
开发者还提供了 61 项任务测试:
- UD-IQ1_S:完成 53 项。
- UD-IQ1_M:完成 53 项。
- ISTA-DAS 2.25:完成 56 项。
这个成绩略低于作为对照的 ISTA-DASLab 2.25-bit DeepSeek 量化版(56 项)。
多张 AMD 显卡终于可以自动一起工作
0.2.9 修复了多张 AMD 显卡不能同时工作的问题。
开发者使用四张 Radeon AI PRO R9700 测试 DeepSeek,更新后无需手动指定 GPU,就可以自动使用全部四张显卡。
原先默认只用一张卡时,短回答的解码速度为 7.8~25.7 tok/s。
更新后使用四张卡,六次聊天和工具调用回答的解码速度达到 57.7~103.7 tok/s。
聊天界面也变流畅了
另外 Strata 还修复了它提供的那个 Web 聊天界面,面对超长回答时,不再那么卡顿了。
在一段 40,000 Token 的模拟长回复测试中:
- 主线程耗时从 15.7 秒降至 9 秒。
- 峰值内存从 114MB 降至约 62~75MB。
此外,这次还修复了部分工具调用识别错误、Qwen3.6 预热阶段的 KV Cache 越界,以及 Windows 环境中非 UTF-8 输出导致安装或启动失败的问题。
青小蛙觉得
Strata 堪称那个能让每个人都有机会 Token 自由的项目,无论如何在2026年,只要你家里还有一台电脑,都推荐试试。
它已经傻瓜到只需要双击运行就行了。
项目地址:GitHub
原文:https://www.appinn.com/strata-0-2-9/
相关阅读
- Strata 现已支持 macOS,还能运行更轻量的 Qwen3.6-35B-A3B 大模型了
- 卷起来了!昨天 Strata 刚升级,今天 Splash 1.4 就宣布快了 30%
- Strata 0.2.8 发布:取消默认开启的 12GB 及以下显存加速功能,RTX 3060 生成代码快了 37%|支持 NVIDIA DGX Spark
- Strata 0.2.2 发布:新增多显卡自由分工,Gyro 推理提速最高 30%
- Strata 0.2 测试版发布:性能升级,门槛再降低|低配电脑运行本地大模型
©2021 青小蛙 for 小众软件 | 加入我们 | 投稿 | 订阅指南
3659b075e72a5b7b1b87ea74aa7932ff
点击这里留言、和原作者一起评论
前三季度净利腰斩,出让动力子公司控制权的欣旺达叫停港股IPO
(本文作者为 雷达财经,钛媒体经授权发布)
文 | 雷达财经,作者 | 周慧,编辑 |深海
10月29日,在筹备赴港上市一年多后,消费电池龙头欣旺达主动叫停了上市进程。
欣旺达表示,此次主动终止港股IPO计划,系其基于对多方面因素的全面权衡及实际情况作出的审慎决策。
同日,欣旺达还公布了另一项重磅资本安排——公司董事会已同意小米向子公司欣旺达动力增资17亿元,取得增资完成后欣旺达动力5.34%的股份。
此次增资及董事会换届选举完成后,欣旺达在欣旺达动力的董事会席位将不超过半数,不再对其拥有控制权。
这意味着欣旺达动力将由欣旺达的控股子公司变为参股子公司,不再纳入公司合并报表范围。
欣旺达表示,该事项将对公司2026年度净利润产生积极影响,预计增加32-45亿元净利润。
据蓝鲸新闻,欣旺达工作人员表示,“两件事处于同一战略框架,但并非预判IPO难度预先打包的方案,动力板块董事会换届及欣旺达持股比例较低带来动力板块出表是客观衍生结果,终止H股IPO是出表后基本面变化结合港股市场情况作出的后续决策,二者分别履行独立审议披露程序。”
另据欣旺达同日披露的三季报,今年前三季度,公司营收创下历史新高,同比增长45.78%至634.62亿元;但归母净利润却遭遇“腰斩”,仅录得6.13亿元,同比减少56.37%。
筹划一年多按下停止键,欣旺达主动终止港股IPO
步入2026年,港股IPO市场似乎正“由热转冷”。据财联社梳理,年内已有至少16家A股企业终止了赴港上市计划。就在近日,消费电池龙头欣旺达也按下了赴港上市的停止键。
10月28日,欣旺达召开第七届董事会第三次会议,审议通过了《关于公司终止发行H股股票并在香港联合交易所有限公司主板上市的议案》,同意终止发行H股股票并在香港联交所主板上市。
回顾欣旺达的港股IPO之路,从启动筹备到此次主动终止港股IPO计划,历时一年有余。
2025年7月1日,欣旺达披露《关于筹划发行H股股票并在香港联合交易所有限公司上市的提示性公告》,正式启动赴港上市进程。
彼时,欣旺达认为,此举可“深入推进公司全球化战略,打造国际化资本运作平台,提升国际品牌形象及综合竞争力,助力公司长远发展。”
当月月底,欣旺达正式向港交所递表。根据公司发行计划及香港联交所的相关要求,今年1月30日,欣旺达又向港交所更新了发行申请及部分公司信息和财务数据等。
不过,在长达一年多的努力过后,欣旺达最终选择主动终止港股IPO计划。
欣旺达对此表示,该决策系公司基于对多方面因素的全面权衡及实际情况作出的审慎决策,不会对公司的经营活动和持续发展造成重大影响,不存在损害公司及全体股东特别是中小股东利益的情形。
有分析认为,欣旺达此番主动叫停港股IPO,或是阶段性选择,并非调整全球化发展方向。国际化仍是其长期坚持的核心战略之一。
据欣旺达官网,早在2000年,公司便开始向国际大客户批量供货。2017年,公司在印度建设首个海外生产基地。
2022年,公司全球化战略迎来关键一年。当年11月,欣旺达发行的GDR在瑞士证券交易所上市,成为第7家登陆瑞交所的中国企业,吸引了全球知名投资人的广泛参与,成功获得了包括北美、欧洲以及亚洲等地区以及产业投资者的积极认购。
此后,欣旺达的全球化布局稳步推进。据中报透露,2026年上半年,公司泰国电池生产基地一期项目正式投产、二期项目同步启动;匈牙利动力电池生产基地、越南消费类电芯生产基地则处于建设阶段。
小米豪掷17亿入股,欣旺达动力将“出表”
就在官宣主动终止港股IPO计划的同日,欣旺达还披露了另一项指向动力电池业务的资本安排。
10月28日,欣旺达第七届董事会第三次会议审议通过了《关于子公司欣旺达动力科技股份有限公司增资扩股的议案》,同意小米出资17亿元向欣旺达动力增资,认购欣旺达动力约8.98亿元新增注册资本,对应本次增资完成后欣旺达动力5.34%的股份。
本次增资扩股完成后,欣旺达动力的注册资本将由159.15亿元增至168.13亿元;欣旺达惠州新能源有限公司持有欣旺达动力的股份比例将由24.06%变更为22.78%。
欣旺达表示,欣旺达动力董事会换届选举完成后,公司在欣旺达动力的董事会席位将不超过半数,不再对其拥有控制权。
据《企业会计准则》相关规定,欣旺达动力将由欣旺达的控股子公司变为参股子公司,不再纳入公司合并报表范围。
据天眼查,欣旺达动力成立于2014年,法定代表人为王明旺。官网信息显示,欣旺达动力是中国四家“全球动力电池一级制造商”之一,全球已部署十一大生产制造基地。
值得一提的是,去年12月,欣旺达动力曾被吉利旗下动力电池公司威睿以交付的电芯存在质量问题为由提起诉讼,并索赔23.14亿元。
后续,欣旺达动力与威睿达成和解。据和解协议,对于截至2025年12月31日已实际发生的成本费用,扣除欣旺达动力已承担部分后,欣旺达动力需向威睿支付剩余金额6.08亿元。
而对于2025年12月31日之后实际发生的成本费用金额,双方按协议约定比例分担。且事件处理后的相关电池包全部归欣旺达动力所有。
欣旺达表示,受欣旺达动力2025年诉讼事件等因素影响,欣旺达动力近年对公司归属于上市公司股东的净利润形成较大影响。
据欣旺达相关公告披露的财务数据,2025年度,欣旺达动力实现营业收入200.93亿元,同期录得净亏损31.69亿元;今年上半年,欣旺达动力的营收约155.29亿元,净亏损约3.24亿元(前述数据均为欣旺达动力合并报表口径)。

欣旺达称,欣旺达动力的“出表”,有利于减少相关经营与市场波动风险,有利于集中公司资源发展消费电池、储能系统等主营业务;有助于提升公司当前盈利能力,优化资本结构与提升股东回报。
同时,该决策有助于降低公司整体融资需求与资产负债率,改善资产结构,增强财务稳健性与抗风险能力,有利于更好地保障全体股东尤其是中小股东的长期利益,促进公司持续、稳定、健康发展。
以2025年年度报告数据模拟,欣旺达合并口径营业收入632.46亿元,其中欣旺达动力营业收入189.08亿元(该数据为上市公司层面合并报表口径)。
“若欣旺达动力不纳入合并,公司营业收入将调减至443.38亿元;公司合并口径资产负债率由71.25%调整为60.87%。”
不过,欣旺达强调,该事项实际只影响未来上市公司财务报表,不会对往期报表进行追溯调整。
“该事项将对公司2026年度净利润产生积极影响,公司对欣旺达动力的长期股权投资将从成本法转成权益法核算,公司按享有的欣旺达动力的份额确认投资收益,剩余股权价值以丧失控制权日的公允价值重新计量,预计增加32-45亿元净利润。”
前三季度营收创新高,但归母净利润“腰斩”
10月29日当天,欣旺达还披露了最新一个季度的财报。从这份财报来看,公司正面临着一定的业绩压力。
财报显示,今年前三季度,欣旺达实现营收634.62亿元,同比增长45.78%,创下同期历史新高;但公司归母净利润却遭遇“腰斩”,同比锐减56.37%至6.13亿元。
逐季拆解来看,欣旺达“增收不增利”的局面在年初便已形成。同花顺iFinD显示,今年第一季度,公司营收约161.16亿元,同比增长31.14%;归母净利润约1.14亿元,同比骤降70.49%。
到了第二季度,公司业绩有所回暖,单季营收同比增长50.12%至220.63亿元,归母净利润则重回增长态势,同比增长4.06%至4.89亿元。
但好景不长,今年第三季度,欣旺达营收虽仍稳步增长52.78%至252.84亿元,但归母净利润仅0.11亿元,较上年同期暴跌98.08%。
对于前三季度归母净利润的下滑,欣旺达解释称,主要是消费电子下游需求承压,叠加物料成本同比上行,利润空间受到压缩。同时,人民币升值、出口退税税率下降、消费税等对公司利润造成一定侵蚀。
据欣旺达此前披露的半年报,其营收主要由消费类电池、电动汽车类电池及储能系统类业务三大板块构成。
2026年上半年,欣旺达消费类电池业务实现营收144.52亿元,同比增长4.04%,但其毛利率却较上年同期减少4.95个百分点至14.68%。
同期,公司储能系统类业务贡献营收17.7亿元,同比增长76.21%,毛利率约18.18%,亦同比下滑约2.08个百分点。
而电动汽车类电池业务则是公司上半年盈利能力唯一实现提升的板块,其毛利率较2025年上半年的9.77%大幅增长8.95个百分点至18.36%。
2026年上半年,欣旺达电动汽车类电池出货量28.36GWh,同比增长76.37%;实现营收141.34亿元,同比激增85.87%。

不过,随着子公司欣旺达动力的“出表”,欣旺达对业绩增量的探索将进一步聚焦消费类电池及储能系统类领域。
在10月29日的电话会议上,被问及公司未来的业绩增长点时,欣旺达管理层表示,公司将积极拓展智能家居、智能穿戴、智能出行、服务机器人等新兴领域的增量市场机会。

根据IDC数据,2026年第一季度,全球腕戴设备出货量达4705万台,同比增长2.2%。另据Wellsenn XR数据,2026年上半年,全球AI智能眼镜出货量599万台,同比增长188%。
欣旺达在半年报表示,凭借低摩擦交互、高频使用场景与庞大用户基础等优势,AI智能眼镜已成为当前AI Agent接入的最佳入口之一,是可穿戴设备增长速度最快的细分赛道之一。
公司管理层在电话会议上表示,未来在消费类电池领域,公司有望凭借电芯+pack一体化的供应能力、完备的产品矩阵和优质的客户服务能力,进一步提升公司的市场份额。
而在储能系统领域,欣旺达则可以提供一体化的解决方案,覆盖电网储能、大型储能、家庭储能、工商业储能、数据中心储能及移动/离网能源等应用场景。
欣旺达管理层称,“当前公司储能系统业务产能利用率维持高位,在手订单充裕,AIDC相关业务仍有较大增长空间。”
值得一提的是,近日最新发布的《2026胡润百富榜》显示,站在欣旺达身后的王明旺、蔡帝娥夫妇以105亿元的财富登榜,身家较去年缩水22%。
在一系列的调整下,欣旺达后续能否成功扭转业绩颓势?雷达财经将持续关注。
更多精彩内容,关注钛媒体微信号(ID:taimeiti),或者下载钛媒体App
Trump posted that a public D.C. golf course would close for 15 months — his own officials can’t confirm it and a judge is opening a ‘formal inquiry’
A federal judge said Friday she would open a “formal inquiry” to investigate if attorneys for the Trump administration violated ethical boundaries during a legal dispute about a golf-course project — one in a pair of plans that are revealing the breadth of the president’s attempts to mold parts of the District of Columbia to his own vision.
The two cases, unfolding at the same time in the same federal courthouse, also showcase the underlying executive authority claims that lie beneath them — a glimpse into the uses of presidential power under Donald Trump.
U.S. District Judge Ana Reyes’ declaration that the court would appoint a “special master” into whether agency officials, and Justice Department attorneys had made misrepresentations in the court is a far cry from her relationship with the government until this month. She had rejected numerous motions from the plaintiffs to step in, saying she trusted the government attorneys.
The cases involved are an impending shutdown and reconfiguration of a historic public golf course and the construction of a monumental arch that, at 250 feet (75 meters), would be 100 feet taller than the Statue of Liberty is from its base to the top of the torch. The two projects are barely three miles, or five kilometers, apart.
The hearing on the golf course change began as other recent ones have: Reyes grilled Associate Attorney General Stanley Woodward Jr. over how Trump’s desires to turn the golf course, near the National Mall, into a world-class facility have become urgent plans that match his public pronouncements.
Reyes stopped the hearing several times and adjourned to her chambers to check previous transcripts of the trial as she questioned Woodward. Among things she wants examined: Was a National Park Service official told to exclude details in a court declaration? Did witnesses offer misleading testimony about the extent of plans in place for the course’s closure and renovation?
At one point, Reyes read the code of conduct to government attorneys on presenting erroneous or false information during a hearing.
Reyes ordered Friday’s hearing after multiple Truth Social posts by Trump indicated that there were plans for the golf course and construction was expected to begin Nov. 15. Trump said the park would be closed for 15 months while work goes on.
A flurry of Trump posts sets off chaos
The presidential posts, which began Oct. 18, created a tense dynamic in multiple court hearings afterward when officials from the Interior Department, Justice and National Park Service could not confirm the existence of the plans under questioning from Reyes. She eventually asked whom she should trust. The Justice Department filed notice Wednesday night that the plans were real.
“On Friday, October 30, 2026, the National Park Service will submit to the National Capital Planning Commission for review a rendering designed by Tom Fazio for a World Class, championship-level golf course that is capable of hosting major events,” the notice said.
Reyes locked in on the filing and Trump’s multiple Truth Social announcements as she questioned Woodward.
At one point, as they talked about plans that Woodward said only came about this week, he slipped and included tree cutting as part of the preparation for the closure.
Reyes responded immediately: “News flash.” She allowed him to correct himself that the tree cutting, which occurred earlier this month, was not part of the plan to close the East Potomac Golf Links.
Another case is also a referendum on executive authority
The golf course lawsuit was one of two cases in court Friday dealing with the Trump administration’s push to expand its executive authority as the president remakes the federal areas of the capital near the National Mall and along the Potomac River.
Three courtrooms away, U.S. District Judge Tanya Chutkan was to hold a hearing on a motion asking that she call a temporary halt to plans to begin construction as early as Nov. 5 on the memorial arch. The arch is opposed by a small group of veterans and an architectural historian who sued in federal court in Washington, saying Congress must endorse the project.
“The public interest leans heavily against allowing defendants to blaze ahead,” the plaintiffs said in seeking the injunction. “This court should enter a preliminary injunction blocking defendants from beginning construction on Memorial Circle in the hope that they can render the arch a fait accompli before this Court has made a final determination.”
Legal experts who have been watching the numerous cases underway say that what might appear at first glance to be vanity projects are in truth cases that test the limits of presidential power.
Past administrations pursued legal theories that were sometimes legally sound, sometimes not, said David Super, law professor at the Georgetown University Law Center.
“But there was always the assumption that you would try to do things that were legal,” he said. “What we’re seeing here now is that if you think the federal courts can’t stop you,” you can break the law.
That’s ”going to do long-term damage to the country,” Super said.
This story was originally featured on Fortune.com
DOJ escalates Alaska Senate lawsuit over dueling Sullivan candidacies
There’s never been a better time to ditch Nvidia GPUs
I’ve bought an Nvidia GPU for every gaming PC I ever built, but I think I’m done giving Team Green my money for the foreseeable future.
That feels a bit painful to type because Nvidia has been good to me over the years. Shucks, my old 1080 Ti card lasted me damn near a decade before I felt the need to upgrade. Nowadays I’m a bit attached to the performance boosts you can get with DLSS.
But between the anti-competitive mess with the GeForce Partner Program, the way the company cloaked how much money it was making off the crypto bubble (which got so bad shareholders filed a lawsuit), and now the incredible shortage of high-end GeForce GPUs due to the AI boom, I just don’t feel good about giving Nvidia money anymore.
And hey, the company doesn’t need my money anyway. These days Nvidia is raking it in selling high-end hardware for AI data centers and so the widespread complaints about the company “manufacturing” its own shortage of high-end graphics cards don’t really hold water with me.
Not because it’s not true—good luck finding an RTX 5090 for less than the price of a used car these days—but because Nvidia is a public company motivated to make money for itself and its shareholders, so of course it’s going to focus on serving the customers who are most willing to pay for its high-end hardware: AI companies.
Welcome to The Full Nerd newsletter—your weekly dose of hardware talk from the enthusiasts at PCWorld. Missed the surprising topics on our YouTube show or the latest news from across the web? You’re in the right place.
Want this newsletter to come directly to your inbox? Sign up on our website!
I know I’ve written about Nvidia’s declining interest in PC gaming before, but I enjoyed some fresh perspective on the topic courtesy of this week’s episode of The Full Nerd. The crew ended up spending a fair bit of time discussing allegations that the company is stuffing bundles of high-end hardware into AI data centers before the centers are operational, potentially leaving piles of unused graphics cards gathering dust.
I encourage you to listen to the full episode for their thoughts, but for my part I’m sure it’s more complicated than that because it seems highly unlikely the hardware Nvidia sells for AI server racks can be easily repurposed and slotted into your next gaming PC build. If there’s anything to be upset about, it’s that Nvidia has likely been putting more and more of its resources into its data center business for years now—and less and less into producing PC gaming hardware.
That doesn’t look likely to change anytime soon unless the AI boom busts so badly that Nvidia’s data center business craters, which is why I think there’s never been a better time to stop trying to buy Nvidia GPUs. I’m trying to scrounge up the parts to build a new mini-ITX gaming rig early next year and, despite my DLSS addiction, I think the next graphics card I buy is going to be from AMD—before it too leans so hard into serving AI companies and data centers that desktop GPUs become an afterthought.
It’s a practical stance more than a political one: AMD cards seem to deliver better performance for your dollar when you’re comparing mid-range cards and with high-end Nvidia GPUs hard to find at a decent price, mid-range is where I’ll be stuck for the foreseeable future.
In this week’s episode of The Full Nerd
This week your regular hosts Adam Patrick Murray and Alaina Yee were joined by PCWorld’s Brad Chacos to chat about their experiences testing local AI systems, as well as the implications of what some folks have called the “manufactured” shortage of Nvidia graphics cards. Also, Adam dressed up as a clown. Happy Halloween, y’all!

PCWorld
Of course, the crew also took some time to answer your questions from the chat and the Discord about everything from how to get the best bang for your buck to your favorite schlocky movies to watch on Halloween. Hope you all enjoy some spooky good fun this weekend!
Nerd news of the week
This week I couldn’t help fixating on the Nvidia GPU crisis and what might be causing it. But there’s also some good news out there as well for folks using AMD hardware or considering making the switch. Go Team Red!
- Nvidia may not have discontinued the RTX 5090, but one partner says it can’t get hold of parts required to make the card: Nvidia representatives have disputed allegations that the company has stopped selling its flagship GeForce RTX 5090 GPU, but it’s not on sale at most retailers—and now a manufacturer claims they can’t buy the parts from Nvidia that are required to make an RTX 5090.
- AMD Zen 6c beats Zen 5 by up to 26 percent in early testing: Sounds like AMD’s upcoming Zen 6c CPUs are already showing meaningful performance improvements over their predecessors in early testing, which is good news from anyone hoping to build an AMD-powered gaming PC in the next year or so. Hopefully we’ll get a chance to check ’em out at CES in January!
- Leaked video exposes how industrial-scale Chinese factories are dismantling RTX 5090s by the thousands to fuel AI servers: This video shows a potential explanation for the shortage of RTX 5090s, which appear to be being brought into China (where the cards are not officially sold) and carefully repurposed for use in massive server racks, presumably for AI-focused comp
Ahead of midterms, Republican attorneys general back South Dakota law that could criminalize abortion-related speech
Several states have abortion rights on the ballot again this midterm season—or candidates with strong stances on the issue.
Among them are six state attorneys general who are seeking reelection and who recently voiced their support for an embattled South Dakota abortion law that critics argue violates free speech.
On October 19, Attorneys General Brenna Bird of Iowa, Tim Griffin of Arkansas, Mike Hilgers of Nebraska, Kris Kobach of Kansas, James Uthmeier of Florida, and Drew Wrigley of North Dakota joined 12 other attorneys general in filing an amicus curiae brief, a document in which someone with relevant expertise or an interest in a given lawsuit’s outcome makes a legal argument.
All 18 of the attorneys general are Republican.
Law would restrict abortion-related speech
The brief supports a law passed earlier this year that prohibits “the dispensing, distribution, sale, or advertisement of certain articles or things for purposes of an unlawful abortion” in South Dakota and sets criminal and civil penalties.
South Dakota has had a total abortion ban in effect since 2022, with an exception only when “necessary to preserve the life of the pregnant female.”
The plaintiffs in Mayday Health v. Rhoden, which was filed in May, allege that the law is unconstitutional and violates the First Amendment. A preliminary injunction was issued, and later upheld, preventing the state from enforcing the law while the matter plays out in court.
Legal fight between state and nonprofit
The lawsuit follows a previous legal dispute between South Dakota and nonprofit Mayday Health, in which the latter was accused of violating state laws by placing signage at gas stations that said “PREGNANT? DON’T WANT TO BE?” and directing individuals to its website.
In a legal filing, the state argued that the ads contain deceptive information, and “immediate and irreparable injury, loss, or damage will result to South Dakotan consumers who are misled by the deceptive advertisements.”
Mayday Health’s website says it shares information about reproductive healthcare, including “pills, birth control, and gender-affirming care in any state,” but does not provide abortion pills or medical advice.
The abortion medication mifepristone has long been deemed safe and effective by the Food and Drug Administration (FDA) and major medical organizations.
Politics writer Jessica Valenti characterized the law as “a chilling attack on the First Amendment and our ability to talk freely about abortion” on her Abortion, Every Day Substack.
The American Civil Liberties Union (ACLU) also opposed the law, noting that “there’s no way for the state to enforce this bill” without using invasive surveillance.
Brief argues for states’ rights
The amicus brief argues that states have sovereignty to regulate within their borders, which “is currently under attack by out-of-state actors like Mayday Health,” and that such actors are advertising illegal services.
Some states have banned the mailing of abortion pills, but the U.S. Supreme Court ruled that the practice can continue for the time being.
Abortion access is on the ballot
In addition to the attorney general elections, voters in Idaho, Nevada, and Virginia will decide on abortion rights ballot measures next week.
Meanwhile, voters in Missouri—whose attorney general, Catherine Hanaway, signed the amicus brief—will vote on Amendment 3, which would repeal the right to abortion with limited exceptions and prohibit gender-affirming care for minors.
Sixty percent of Americans continue to say that abortion should be legal in all or most cases, according to a recent Pew Research poll; another Pew study found that Arkansas was the only state in which more than half of respondents were against abortion rights.
GM Reaches $220 Million Settlement Over Selling Drivers' Private Data
Read more of this story at Slashdot.
Meta Settles Another Social Media Addiction Case Just Before Trial
Read more of this story at Slashdot.
