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Surviving "The Graduate"

Hacker NewsComments
2026-10-31T10:00:00.000Z · AI应用,Google,快手,文生视频,Agent智能体,搜索RAG,Transformer,扩散模型,强化学习,招聘HR,榜单评测,开发者生态

Grab a new 3D printer this Halloween weekend, with prices as low as $199

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-31 14:00:00 · 快手,文生视频,扩散模型
AI 资讯

Tackling Multimodal Learning Challenges with Mixture-of-Expert: A Survey

arXiv cs.AIarXiv:2605.27431v2 Announce Type: replace-cross Abstract: Mixture-of-Experts (MoE) presents a naturally compatible and scalable framework for multimodal learning, demonstrating strong adaptability across diverse modalities and tasks. Despite its growing success, a comprehensive and systematic review on the MoE metho addressing multimodal challenges remains lacking. Existing surveys tend to evaluate either multimodal learning or MoE independently from method taxonomy, overlooking the unique interplay between them. This survey fills that gap by answering a central question: \textit{How does MoE effectively resolve multimodal challenges?} We approach this from three key perspectives: (1) \textbf{MoE as an Efficient Multimodal Engine:} enabling scalable multimodal modeling by decoupling computational cost from parameter growth and mitigating modality redundancy through selective expert activation; (2) \textbf{MoE as a Multimodal Representation Learner:} integrating complementary multi-opinion expert knowledge to enrich alignment and interaction representations; and (3) \textbf{MoE as a Multimodal Adapter:} providing a modular and flexible mechanism to model imperfect data scenarios such as modality imbalance and missing modality. Through our extensive literature review, we identify critical research gaps, including interpretable routing, expert communication, modality integration, and lifelong multimodal learning. We position this survey as a foundation for future research toward interpretable and sustainable multimodal Mixture-of-Experts system.
2026-10-31 04:00:00 · 快手,文生视频,多模态,MoE架构,模型安全对齐,招聘HR,论文

Proof of Usefulness Hackathon Final Winners Announced 🎉

Hacker Noon

Once you discover truly useful software, it’s hard to ignore. It finds its way into your life and workflow, helping you answer a nagging question, finish tasks more efficiently, make faster decisions, or solve a problem that existing tools made more complicated than it needed to be. Before long, you might even start to wonder how you ever got by without it.

When we launched the Proof of Usefulness Hackathon in January, we wanted to give the people building these kinds of solutions a platform, along with a share of $150,000 in cash prizes and software credits to help them keep building. Alongside Bright Data, Neo4j, Algolia, and Storyblok, we invited builders to show us what their projects could do and provide the evidence to back it up.

And boy, did they show up.

Over the course of the hackathon, we received hundreds of submissions and published just shy of 300 stories on the #proof-of-usefulness-hackathon page. Behind those numbers are builders who took the time to share their work, explain the problems they were tackling, and put their progress out there for others to examine.

To everyone who submitted a project, published a report, or spent time discovering what others had built: thank you for making this hackathon's inaugural edition a success.

In May, we announced our first set of winners, recognizing projects across all five award categories. Today, we’re closing out the hackathon with the final round of winners.

This round covers the remaining $118,000 in prizes, comprising $12,000 in cash and $106,000 in software credits, distributed across the following categories:

AWARD CATEGORY

FINAL-ROUND PRIZE POOL

Bright Data

$60,000 in software credits + $6,000 in cash

Algolia

$40,000 in software credits.

Neo4j

$6,000 in software credits.

Storyblok

$3,000 in cash.

HackerNoon

$3,000 in cash.

Now, without further ado, let’s meet the projects taking home the final Proof of Usefulness Hackathon awards:

Bright Data Awards

$60,000 in Software Credits ($20,000 each for 3 projects)

https://hackernoon.com/visby-earns-a-76-proof-of-usefulness-score-for-tracking-brand-visibility-across-ai-search?embedable=true

Read Visby’s full Proof of Usefulness Report here.


https://hackernoon.com/foxplug-earns-a-6719-proof-of-usefulness-score-by-building-an-automated-white-label-launch-kit-generator?embedable=true

Read FoxPlug’s full Proof of Usefulness report here.


https://hackernoon.com/siiqo-earns-a-59-proof-of-usefulness-score-by-building-nigerias-local-commerce-operating-system?embedable=true

Read Siiqo’s full Proof of Usefulness report here.

$6,000 in Cash Prizes ($1,000 each for 6 projects)

https://hackernoon.com/autonomous-company-deep-research-agent-earns-a-52-proof-of-usefulness-score-by-building-automated-vc-style-company-research-reports?embedable=true

Read Autonomous Deep Research Agent’s full Proof of Usefulness report here.


https://hackernoon.com/cofoundr-earns-a-42-proof-of-usefulness-score-by-building-an-ai-powered-co-founder-matching-engine?embedable=true

Read Cofoundr’s full Proof of Usefulness report here.


https://hackernoon.com/ellas-ai-agent-earns-a-4606-proof-of-usefulness-score-by-building-an-autonomous-e-commerce-ai-support-agent?embedable=true

Read the full Proof of Usefulness report for Ella’s AI Agent here.


https://hackernoon.com/transactionlink-earns-a-6613-proof-of-usefulness-score-by-building-automated-kyb-and-kyc-onboarding-workflows?embedable=true

Read TransactionLink’s full Proof of Usefulness report here.


https://hackernoon.com/visual-mcp-gateway-earns-a-4766-proof-of-usefulness-score-by-building-a-unified-ai-chat-interface?embedable=true

2026-10-30 16:00:04 · AI应用,开源,快手,文生视频,Agent智能体,扩散模型,强化学习,招聘HR

Google is giving Gemini’s overlay a literal sparkle on your Android phone

Android Authority
TL;DR
  • Google is rolling out a new Gemini overlay animation to all Android phones.
  • The animation uses Google’s Neural Expressive design language and gives Gemini an ethereal look.
  • The redesign is rolling out as part of a Google app update.

Google loves redesigning things, and Gemini is one of the things it loves redesigning the most. We’ve already seen the company experiment with new animations for Circle to Search and Gemini Live. We also spotted a new Gemini animation that later arrived on the Pixel 11 series. Well, if you were hoping to get that new Gemini design without buying a new Pixel, you’re in luck.

A new Google app update is now finally bringing the updated Gemini design to all Android devices (spotted via 9to5Google). The redesign brings Google’s Neural Expressive design language to the Gemini overlay, complete with the sparkling effects and tiny dots surrounding the “Ask Gemini” text box.

2026-10-30 06:59:52 · 大模型,Google,快手,文生视频,招聘HR

Grab a Nintendo Switch 2 with a free game for as low as $459 in this limited-time deal

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-30 10:44:01 · 快手,文生视频,扩散模型

Cisco gives 27-year-old engineer unlimited AI tokens to rewrite 98% of the company's legacy code in 24 months

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-30 11:26:56 · 快手,文生视频,扩散模型

左颜右色拿下“国货男士护肤销冠”,还在焦虑什么?

钛媒体

(本文作者为 创业最前线,钛媒体经授权发布)

文 | 创业最前线,作者 | 胡芳洁,编辑 | 蛋总

当前,男士护肤品也在“卷”功效。

今年9月,中国男士护肤品牌左颜右色在品牌峰会上发布《2026男士护肤生理分型与全场景选择科学白皮书》,并公布针对男性油脂问题的“微酸净油芯”科研技术成果。

据弗若斯特沙利文数据,这家以男士素颜霜(一种带有提亮肤色效果的面霜)打开市场,再拓展到男士护肤领域的品牌,2021年-2025年累计五年国货男士护肤品全国销量第一。

进入2026年,左颜右色一边加码研发,一边加速向线下延伸,并将2026年定义为线下渠道拓展的“启势元年”,试图将线上积累的品牌势能转化为线下资产。

销量TOP1的左颜右色,还在焦虑什么?

1、“易抹变帅”,成就男士护肤销冠

事实上,素颜霜这个品类面市已久,近十年前更是集中爆发,市面上男士素颜霜品牌众多,如欧莱雅、绿所、左颜右色、海洋之尊等,消费者覆盖广泛,也存在女士购买男士素颜霜品牌来使用的现象。

“我用过绿所的男士素颜霜,不卡粉好推开,很好用。”消费者赵妍(化名)对「创业最前线」表示。

不过她也进一步表示,虽然国产品牌价格便宜但是容量小,算下来单价也不比国际品牌低,所以现在也不怎么买了。

天猫旗舰店显示,绿所销量最高的就是这款素颜霜(修颜乳),分原初、轻雾、轻润三种,分别针对全肤质、油皮、干皮,优惠后30g售价96元-126元不等。

而左颜右色的大单品素颜霜,天猫售价约64元/50g,升级版45元/40g,只有绿所的一半左右。虽然价格更低,但使用体验依然在线。

有用户在社交平台分享道,用了男朋友的左颜右色素颜霜,很贴合皮肤,少量多次不会卡粉,质地很水润,皮肤状态不好的情况下也可以正常使用。

「创业最前线」在购买体验该产品后,也验证了这一点。这款素颜霜膏体接近面霜,润泽度高,几乎没有粉感,正如其“易抹变帅”的宣称,不习惯使用美妆工具的男士直接用手大面积涂抹,也能明显均匀肤色、提亮气色。不过,产品遮瑕力较弱。

(图 / 「创业最前线」)

实际上,正是这款素颜霜,打响了左颜右色进军男士美妆市场的第一枪。

公开信息显示,左颜右色品牌注册于2012年,最初做的是女性彩妆护肤,随着彩妆赛道竞争加剧,突围难度上升,品牌于2017年前后转向男士护肤。

彼时,男性护肤市场由曼秀雷敦、欧莱雅男士、妮维雅等少数外资品牌占据较大市场份额,这为国货新品牌进入提供了空间。

2016年左右,素颜霜在韩国市场火爆,带动国内市场各大品牌密集跟进,推出同类产品。据青眼统计,2016年3月-9月,国内新增含有素颜霜字样的产品备案548件,占到备案总数589条的93%。

素颜霜爆火,却鲜少有专门的男士素颜霜,这给了左颜右色启发,品牌避开竞争热度高企的男士洗面奶,选择男士素颜霜这一空白品类来破局。

2017年,左颜右色推出自然若真男士素颜霜,主打“易抹变型男”和“熬夜急救”,满足男性对于快速、简便上妆需求,还具备免卸妆、易抹匀等卖点。产品推出后一跃成为爆款,最火爆的时候在天猫一个月能卖出30多万瓶。

除爆款素颜霜外,品牌还推出面向油痘肌人群的洗面奶、头发蓬松喷雾、剃须膏等,向男士线全品类进发。

如果说对差异化需求的精准洞察,是左颜右色崛起的“左膀”,那么对移动互联网流量风口的快速捕捉,则是其“右臂”。

2017年3月,快手日活5000万,到了11月已突破1亿。左颜右色转型做男性护肤的时间线与快手爆发期高度重合,品牌通过与快手头部达人联合带货,吃到了平台增长红利,并积累了短视频电商经验。

此后抖音电商崛起,左颜右色也是较早入局的品牌之一。2021年左右,同行在抖快陷入存量竞争时,左颜右色又进军男性用户聚集的得物。借着平台东风,左颜右色在短时间内在社交平台快速种草,通过电商平台承接,迅速起量。

与其他护肤品牌青睐流量明星不同,左颜右色在品牌传播上选择与释小龙、郝劭文、郑恺、丁俊晖等影视、体育明星合作,借助童年情怀、体育精神、硬汉形象,让男性护肤理念被更多人接受。

据弗若斯特沙利文数据,2022年-2024年,左颜右色连续3年拿下国货男士护肤品全国销量第一。

但有趣的是,到了2025年,左颜右色对外宣称的市场地位认证变成了“2021年-2025年累计5年国货男士护肤品全国销量第一”,不再单独披露2025年市场排名。

(图 / 天猫旗舰店)

左颜右色怎么了?

2、同质化竞争与研发突围

素颜霜为左颜右色打开了市场,但时至今日,这一品类俨然已成为男士美妆品牌标配,左颜右色差异化优势明显减弱。

在天猫旗舰店,左颜右色销量最高的控油祛痘洗面奶销量10万+,素颜霜销量3万+,约排在第四位。

同为男士美妆品牌的海洋至尊,天猫旗舰店销量最高的三棱镜洗面奶,销量50万+,是左颜右色的五倍;海洋至尊素颜霜单链接最高销量3万+,和左颜右色不相上下。

(图 / 天猫)

而在抖音旗舰店,同样是大单品洗面奶,左颜右色单链接最高销量为100万+,海洋至尊为200万+。

可以看到,这些头部品牌最为畅销的单品依然是洗面奶,左颜右色已不可避免地陷入同质化竞争的泥潭中。

近年来,国货美妆品牌纷纷开拓男士护肤线寻找增量。在天猫,韩束男士美白洗面奶销量7万+,谷雨男士洁面乳销量3万+,溪木源男士洗面奶销量则达到6万+。国际品牌中,较早拓展男士护肤的欧莱雅男士,洗面奶销量40万+。

上有国际大牌、本土头部品牌,下有大批白牌,如何强化差异化优势,成为左颜右色接下来发展的关键。

在转型压力下,左颜右色展开了一系列动作,意图在研发体系上突破。

品牌对外宣称,早在2025年,左颜右色就基于5000多份调研数据,形成4M研发原则,分别对应Men's Skin(男性肌肤)、Men's Emotion(男性心理)、Men's Formula(男性配方)和Men's Functional Test(男性功效测试),解决“男士产品应当依据什么进行研发”的问题。

而2026年9月发布的MSP-3D™三维适配坐标系,则是以“生理分型+靶点解决+场景匹配”,解决男性护肤具体问题的识别与决策方法。

再具体到“微酸净油芯”专研科技,则是一套基于男性皮脂生理特征的精准协同体系,甄选五种活性成分(绿原酸、甘草酸铵、琥珀酸、HEPES、PDRN),实现多链路控油与皮肤微环境的整体重塑,解决技术转化与功效验证的问题。

可以看到,从研发原则(4M),到问题识别与决策方法(MSP-3D™三维适配坐标系),再到技术转化与功效验证(微酸净油芯),左颜右色正在形成一套系统化专研链路,推动男士护肤走向精准适配。

不过,创新构建男士功效护肤专研体系,规划虽好,能否落地并经受市场验证仍需时间。但左颜右色自身的发展局限,却已显现出来。

3、单一化困局与转型考验

左颜右色不仅过于依赖洗面奶单一品类,在渠道上也面临多元化难题。

据青眼情报数据,2025年上半年,在核心渠道抖音平台,左颜右色男士洁面产品以76.66%份额成为品牌支柱品类,排在第二的护肤套装占比仅8.59%。

贡献了大部分销量的洗面奶,主要依靠抖音平台卖出。

2025年上半年,左颜右色洁面产品以高达46.7%的市场份额在抖音居第一位,远超过第二名海洋至尊15.5%的份额。而在淘系平台,它的市场份额仅3.3%,居第五位。

品类上依赖洗面奶,渠道上依赖抖音,更值得关注的是,无论是在抖音还是淘系平台,左颜右色的市场份额均面临下滑压力。2025年上半年,其洁面产品份额在抖音同比下滑高达21.5%。

价格相对较低的洗面奶占主导,也限制了品牌整体溢价。据青眼情报,2025年上半年左颜右色产品结构中,50-100元价格带占比54.9%,0-50元占比39.2%,合计占比超94%。

左颜右色九成以上产品在百元以内,线上市场份额又面临挑战,在研发、功效、产品矩阵和渠道多元化上突破,才有机会带动品牌溢价与长期增长。

左颜右色加速研发创新的同时,也将线下渠道视为新的增长寄托,甚至将2026年定义为线下拓展的“启势元年”,宣称经过三年时间的团队搭建与模式打磨,完整的线下专业团队已经组建完毕。

截至2026年8月,线下经销商数量从2025年底的67家增长至181家,全国终端网点突破2万家,全面进驻沃尔玛、大润发、三福、名创优品等主流KA及CS连锁系统。

但「创业最前线」走访了北京中关村区域的名创优品、屈臣氏、WOW COLOUR、KKV、嗨特购等线下门店,均没有发现左颜右色的身影。

名创优品、WOW COLOUR店员表示门店内没有男士美妆品牌,当了解到消费者想找男士素颜霜后,名创优品店员直接推荐了babi的素颜霜,而WOW COLOUR店员则表示自然堂素颜霜颜色自然,男士用也很不错。

嗨特购和屈臣氏门店则有不少男士美妆产品。嗨特购店员推荐了吾诺和海洋至尊的男士洁面,并表示吾诺洁面有薄荷成分,洗完很清爽,还有磨砂颗粒,洗得很干净,他自己也在用,而海洋至尊这个牌子“比较火”。

屈臣氏门店有一整面货架的男士护肤品,包括欧莱雅男士、韩束男士、曼秀雷敦、妮维雅、百雀羚男士、奢睿等多个品牌。但屈臣氏和嗨特购门店均没有左颜右色的产品。

从当前的走访情况看,左颜右色宣称覆盖主流KA及CS连锁系统,在终端货架上尚未真正落到消费者面前。

当其他竞品借助各类线下渠道触达消费者时,线上份额正在遭受挑战的左颜右色却缺席了,这显然不是个好信号。

压力之下,左颜右色在强化研发实力的同时,在功效宣传与营销上也没有“手软”,但在功效护肤时代,科学传播能力往往与品牌价值直接相关,宣传过于激进反而会带来风险。

早在2025年,就有报道指出,左颜右色微酸洁面乳在商品详情页面显示7天净痘、油痘克星等绝对化承诺,以及96.67%祛痘率等数据,或涉嫌夸大宣传。

国家药监局网站该款产品备案信息显示,“96.67%”相关数据,准确表述应为“在使用产品1周后,96.67%的受试者认为痘痘(粉刺)体积变小”。96.67%指感受到痘痘改善的受试者占比,而不是痘痘数量减少了96.67%。

目前,左颜右色抖音旗舰店商品详情页上,上述信息已进行过调整,变为“7天改善痘痘”“痘痘-49.4%(指丘疹数据)”等更为严谨的表达。

男士护肤市场正在从“有没有”走向“好不好”,竞争的重心也从流量抢夺转向产品力与品牌信任的积累。

对于左颜右色而言,销冠的头衔能带来一时的光环,却难托起一个品牌的长期价值。从一款爆品到一个品牌,中间隔着的,是时间、耐心和对规则的敬畏。左颜右色正进入发展的关键时期。

更多精彩内容,关注钛媒体微信号(ID:taimeiti),或者下载钛媒体App

2026-10-31 02:25:28 · 政策监管,字节跳动,快手,设计创意,扩散模型,零售电商,传媒内容,营销广告,招聘HR,模型发布,产品更新,合作,榜单评测

刀刃上的托举:一名失意冰球运动员的人生下半场

澎湃新闻
2026-10-29T23:30:59.034Z · 政策监管,快手,语音音频,翻译字幕,教育学习,微调蒸馏,模型安全对齐,招聘HR,网络安全,产品更新,榜单评测

‘Star Trek’ and ‘X-Men’ icon Patrick Stewart dies at 86: ‘We lost one of the greats of stage and screen today’

Fortune

Patrick Stewart, the classically trained actor who added Shakespearean gravitas to the “Star Trek” and “X-Men” franchises, has died. He was 86.

Stewart died Wednesday in Los Angeles, following “a brief and poignant journey” with Alzheimer’s disease and Lewy Body Dementia, spokesperson Kelly Bush Novak said. Stewart’s diagnoses had not been previously disclosed.

“We lost one of the greats of stage and screen today,” Hugh Jackman, a frequent Stewart co-star in the “X-Men” universe, said on social media. “And, in my book, a tremendous friend and man. I learned so much from him. I will miss you, Patrick Stewart, all of my days.”

While best known as Professor Charles Xavier and Captain Jean-Luc Picard from the “X-Men” and “Star Trek: The Next Generation” series and films, respectively, Stewart spent more of his career onstage than in the X-Mansion or on the USS Enterprise.

Besides playing everyone from Claudius to Macbeth, he often performed a one-man rendition of “A Christmas Carol” and did West End and Broadway runs of Harold Pinter’s “No Man’s Land” and Samuel Beckett’s “Waiting for Godot” in repertory with buddy Ian McKellen.

He won three Olivier Awards, including one for playing Claudius in “Hamlet” opposite David Tennant. And he had a Grammy — in 1996 for best spoken word album for his recording of “Peter and the Wolf.”

He achieved some of the best reviews of his career when he finally tackled Macbeth for the first time. The production, under the direction of Rupert Goold, debuted in May 2007 at England’s Chichester Festival Theatre, switched to London’s West End and then moved to the Brooklyn Academy of Music before transferring to Broadway in 2008.

Stewart’s performance earned him his sole Tony Award nomination. The Times of London said his Macbeth was “an enthralling creation of frailty, appetite, egotism and grim humor.” The Daily Telegraph said he had turned in “a truly great performance” and The New York Times said it was “a must-see.”

“Nearly 50 years I’ve waited,” Stewart told The Associated Press in 2008. “I learned it when I was 14. I memorized all the soliloquies just because I thought they were great. And they stuck, so I didn’t have to learn those bits of the play, which is a blessing, because learning lines has now become the one curse of this job.”

Starship commander grew up without a toilet

Raised in Mirfield in Yorkshire, a working-class corner of northern England, the future 24th-century commander of a starship grew up without a bathroom in his house.

Stewart joined an amateur drama group at 12 and memorized Shakespeare for fun as a teen. He won a scholarship to the Bristol Old Vic Theatre School, launching a career as a character actor.

He had been bald since he was 19 — alopecia runs in his family.

His father, a former regimental sergeant major in the British Army, was prone to outbursts of “repeated violence against my mother,” as Stewart wrote in a newspaper piece. “Violence is always a choice a man makes and he alone is responsible for it.”

In his memoir, “Making It So,” Stewart wrote about how he and his older brother Trevor braced for the nights when their dad came home drunk and angry, and attacked their mother. “Sometimes it was with an open hand, other times a closed fist. Always he aimed for her head.”

The son would later become a patron for Refuge, an organization that provides shelter for domestic abuse victims.

Loving Shakespeare proved fruitful as Capt. Picard

“The stage would prove to be a safe space, a refuge from real life in which I could inhabit another person, living in another place and time,” he would write.

Stewart was accepted into the Royal Shakespeare Company and stayed for 14 years, playing everything from Mark Antony to Henry IV to Shylock to Oberon. “People who were not in the company would say to me, ‘Give it a break. Why don’t you go somewhere else?’ And I would say, ‘To do what?‘” he told the AP. “Telly?”

Stewart eventually left to look for more varied work, including the 1981 film “Excalibur.” He had just done a production of “Who’s Afraid of Virginia Woolf?” in 1987 when an interesting offer came along. “I found myself in Hollywood shooting a syndicated science fiction series, which I was assured would fail.”

It didn’t, of course. Thanks to Stewart’s rich baritone and noble bearing, the “Star Trek” franchise ran for seven years, 178 episodes and produced four feature films. He was known for his slogan “Make it so.”

His adoration for Shakespeare would serve him well when he began to play Jean-Luc Picard, a 24th century starship commander.

“There is a formality to the way they speak and comport themselves that remind me of numerous Shakespearean situations I’d been in onstage. I should play Jean Luc, I realized, as if he were a character in ‘Henry IV,’ which is about brave men,” Stewart wrote in his memoir.

Despite the Borg and Klingons, Stewart still managed to make room for blank verse. He established the Paramount Shakespeare Company, a workshop on Saturday and Sunday mornings for any actor interested. (Stewart revisited Picard in the TV series “Star Trek: Picard.”)

Stewart died just a few days after Walter Koenig, another “Star Trek” icon, who played Ensign Pavel Chekov on the original NBC TV show from 1966 to 1969.

“What a heartbreaking week it has been,” William Shatner, who played Captain James T. Kirk in the franchise, wrote on Instagram. “Sir Patrick Stewart was a friend, a colleague, and a magnificent actor. From the stage to the bridge of the Enterprise, he brought intelligence, grace, and a deep sense of humanity to everything he did.”

“Star Trek: The Next Generation” gave him higher visibility, which led to more work, including roles in the films “Conspiracy Theory,” “L.A. Story” and on Broadway, where he starred in “The Tempest,” “The Caretaker” and David Mamet’s “A Life in the Theater.” He was knighted by Queen Elizabeth II in June 2010. Stewart was also an ambassador for the International Rescue Committee.

A brave and commanding persona. But sexy?

In July 1992, he and supermodel Cindy Crawford were on the cover of TV Guide’s “Top Turn-Ons,” based on a readers’ poll. In his memoir, Stewart wrote: “Absurd.”

Stewart was first introduced as the character Xavier in the original X-Men trilogy, appearing in three films from 2000 to 2006. He later returned in four more movies before Professor X’s death in 2017’s “Logan.” He reappeared in “Doctor Strange in the Multiverse of Madness” in 2022 and reprised the role in the

2026-10-29 22:57:11 · AI应用,快手,文生视频,搜索RAG,扩散模型,强化学习,招聘HR,网络安全,榜单评测

Score a huge $1,250 saving on this Alienware gaming PC with an RTX 5070 Ti and 32GB DDR5 right now

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-29 11:55:45 · 快手,文生视频,扩散模型

Nvidia GeForce RTX 5080 prices hit $2,000, costing more than the RTX 5090 did at launch and with limited stock available

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-29 14:21:59 · 算力芯片,NVIDIA,快手,文生视频,扩散模型

Ive lived the dream of Wicker 4DX, and it was phenomenal

MashableAlexander Skarsgard and Olivia Colman star as Wicker Husband and Fisherwoman in

What is it like to be fucked by a Wicker Husband who looks and sounds like Alexander Skarsgård? Wicker the movie gives audiences a look at this fairy tale experience by following the story of an ostracized but good-humored Fisherwoman (Olivia Colman). Wicker 4DX gives audiences as close to a simulated experience as you get without breaking decency laws. 

It started as a joke. Eager fans popped off on social media about how distributor Black Bear should make a 4DX release happen. Sure, this motion-enhanced format is reserved for action movies like The Odyssey and Godzilla Minus Zero or horror movies like Other Mommy and Resident Evil. But how might this amusement-park-ride-like experience, which includes atmospheric effects like fog, scents, and spritzes of water, enhance Wicker? Well, for one night only, some lucky moviegoers found out. 

I was there. I couldn't resist. And what I got for the ticket price was one of the best theatrical experiences of my life. 

What's Wicker about? 

Alexander Skarsgard and Olivia Colman star as Wicker Husband and Fisherwoman in "Wicker."
Alexander Skarsgard and Olivia Colman star as Wicker Husband and Fisherwoman in "Wicker." Credit: Black Bear

Written and directed by married couple Alex Huston Fischer and Eleanor Wilson, Wicker is a fairy tale about love, sex, and marriage. Inspired by Ursula Wills' short story "The Wicker Husband," the film centers on a medieval village where men are named by their professions, and women after their men. So, there's the Butcher, the Baker, and the Tailor's Wife (Elizabeth Debicki). Then, there's the Fisherwoman (Olivia Colman), an old maid mocked for being unmarried and smelling of her trade. 

That is, until she asks the ingenious Basket Weaver (Peter Dinklage) to make her a husband out of wicker. And boy, does he! Meeting her at the chapel on a sunny morning, the Wicker Husband (Alexander Skarsgård) is dapper and kind, and on their wedding night he is hard and soft in all the right ways.

As Mashable's Shannon Connellan noted in her review, Wicker makes a gleeful mockery of the constraints of gender norms, while advocating for making a marriage that suits its partners. So, as Fisherwoman and her Wicker Husband learn to love each other, they become a fascination of the other villagers, who envy or loathe them to dramatic results.

Slight spoilers ahead for Wicker. 

Wicker 4DX is for the girlies. 

Olivia Colman and Alexander Skarsgard star as Fisherwoman and Wicker Husband in "Wicker."
Olivia Colman and Alexander Skarsgard star as Fisherwoman and Wicker Husband in "Wicker." Credit: Black Bear

At a 10:30 p.m. showtime on a Wednesday, a female colleague and I entered a theater full of women, along with a couple of men who seemed to be on the arms of their respective girlfriends. There was a giddiness in the air as the audience saddled up in the 4DX seats, which are elevated and robust. 

I hadn't been to a 4DX screening since 2017's Geostorm. And full disclosure, I went hungover, which was a poor choice for 4DX experience, especially for a movie about every natural disaster hitting simultaneously. So, it was with trepidation that I stepped back into these seats. 

Before long the trailers began, and most were an odd pick for this presentation, including two decidedly unsexy Johnny Depp movies (Day Drinker and Ebenezer). The audience grew audibly restless, as jeers and annoyed groans could be heard. Then, the seats tittered. A ripple of laughter traveled across the theater as we all felt it. 

Next came two trailers fitted for 4DX. They were for upcoming action movies, Dune: Part Three and Avengers: Doomsday. In the latter especially, the bucking of the seats was so wild that I couldn't tell you what was happening in the trailer, because I was cackling like a madwoman. 

Then came a flutter of concern. I'd not yet seen Wicker. If the 4DX was this rowdy for the movie as it was for these trailers, would I get to enjoy the movie for what it is? Or would I be distracted by this gimmick? That would not be a problem. The 4DX for Wicker was thoughtfully integrated, and, dare I say, brilliantly so. 

The Wicker sex scenes are wild in 4DX. 

Alexander Skarsgard and Olivia Colman star as Wicker Husband and Fisherwoman in "Wicker."
Alexander Skarsgard and Olivia Colman star as Wicker Husband and Fisherwoman in "Wicker." Credit: Black Bear

As teased above, there are love scenes between Fisherwoman and Wicker Husband. How does the 4DX handle these scenes? The seats vibrated and bucked, yes, in rhythm with the Wicker Husband's thrusting. It was not just a physically thrilling experience, but a joyfully communal one! 

During the Doomsday

2026-10-29 22:00:00 · 快手,文生视频,扩散模型,招聘HR,网络安全,榜单评测

The next big Wi-Fi upgrade is tackling something more important than speed

MakeUseOf

Wi-FI 8 isn't coming to make your downloads faster, and while that sounds like the opposite of what we want from a new Wi-Fi standard, it's exactly how the newest standard is designed.

2026-10-28T18:00:16Z · 快手,文生视频,强化学习

Save $249 on 32GB of DDR5 with this 9800X3D parts bundle

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-28 11:48:55 · 快手,文生视频,扩散模型

US Marines join NATO mission in the Baltic Sea to protect undersea cables from sabotage as Russia continues to lurk

Tom's Hardware<p>Ben Stockton is a deals writer at Tom’s Hardware. Previously a hardware writer at PCGamesN, Ben’s been writing about Windows and PC hardware (among other things) since 2018, with bylines that include How-To Geek, Tom’s Guide, and Cloudwards. He was also the managing editor at groovyPost.com and has previously contributed to Computeractive magazine.<br><br>Since his earliest days tinkering with Windows 95 on a classic Pentium MMX PC, Ben’s been obsessed with understanding how technology works, chatting about it with anyone who’ll listen. Along the way, he’s worked as a UK college lecturer, teaching IT to adults and teenagers, and as a PC technician, tackling all kinds of tech problems. He’s now busy tracking down brilliant bargains on all kinds of hardware, but when he doesn’t have his deal hat on, he’s adding to his homelab, watching old Star Trek episodes, or taking two hyperactive pugs on a much needed walk.</p>
2026-10-28 13:24:14 · 快手,文生视频,扩散模型

Score the Beats Pill for $50 off just in time for bonfire season

MashableBeats pill against a colorful background

GET $50 OFF: As of Oct. 28, you can get the Beats Pill for $99.95, down from $149.95, at Amazon. That's a 33% discount, or $50 in savings.


$99.95 at Amazon
$149.95 Save $50.00
 

Summer might be in the rearview, but now it's spooky szn. To me, that means roasting marshmallows, swapping scary stories, and blasting some good tunes by the bonfire. (Can you tell I grew up in the boondocks?) If you haven't found a portable speaker that can handle your funk (or survive being dragged out into the yard), we just found a Beats deal that's definitely worth a look.

Right now, you can get the Beats Pill for $99.95, down from $149.95, at Amazon. That's a 33% discount, or $50 in savings. It's not the lowest price we've ever seen, but it's within 10 bucks of it (it hit $88.99 last September).

You'll get 24 hours of batte

2026-10-28 17:21:52 · AI应用,快手,文生视频,搜索RAG,招聘HR,榜单评测

Google announces Gemini 4 Carbon, its new frontier AI model

MashableAn illustration of an ice berg surrounded by the number 4

Google announced Gemini 4 Carbon, a new frontier AI model that arrives just two weeks after Gemini 4 Argon reached the Gemini app.

In a blog post published Oct. 28, Koray Kavukcuoglu, SVP at Google DeepMind, the company’s frontier AI lab, called Carbon Google’s strongest model yet. (Kavukcuoglu is leading Google DeepMind now that former CEO Demis Hassabis has stepped aside.) The post points to cybersecurity and long-horizon tasks, meaning complicated jobs that take many steps or run for a long time, as Carbon’s biggest strengths.

Already, Gemini 4 Carbon has the top spot in the Artificial Analysis Intelligence Index, beating out Claude Opus 5.5.

artificial analysis intelligence index ranking as of oct. 28, 2026
Credit: Screenshot: Artificial Analysis

The pace at which AI companies are releasing new frontier models has accelerated sharply in recent months, as the frontier AI labs race to have the best model available. Anthropic released Claude Opus 5.5 on Sept. 22, OpenAI shipped GPT-6 Astra earlier that month, and Google announced Argon on Sept. 30 before releasing it to Google AI Pro and Ultra subscribers on Oct. 13. Each lab has claimed a new lead within weeks of the last.

As with Argon, Google is announcing Carbon well before most people can use it. Carbon is starting with a small group of cybersecurity defenders, and Google hasn’t said when it will reach everyone else. (Last week's PHP2Shell incident shows just how much havoc new AI models could wreak on the internet at large.) Announcing early lets Google claim the top spot on the leaderboards now. It also gives everyone a look at the benchmarks before the next round of releases.

Gemini 4 Carbon: Benchmarks

In Google’s comparison table, Carbon posts the top score on 15 of 17 benchmarks against Argon, GPT-6 Astra, Claude Opus 5.5, and Claude Fable 5.1. All figures in this section are as reported by Google.

A chart showing AI lab data
Credit: Google

The two benchmarks Carbon doesn’t win are worth noting. GPT-6 Astra still leads on FrontierSWE 2, a software engineering test. Claude Opus 5.5 leads on OSWorld-2.1, which measures how well a model can operate a computer.

A big change from Argon is that Google now reports Terminal-Bench 4.0 scores run by Artificial Analysis, an independent testing firm, rather than its own. For quick context, Terminal-Bench 4.0 measures how well an AI model can complete real technical tasks — like installing software or fixing broken code — by typing commands into a computer’s terminal on its own. It's one of the hardest agentic tests for LLMs.

This is notable because the scores companies reported for each other’s models didn’t always line up with independent testing. On Terminal-Bench 4.0, Carbon jumps about eight points over Argon and moves ahead of Opus 5.5.

Google also says Carbon can work on difficult engineering problems for days at a time. Its web development skills improved enough to climb to fourth place on WebDev Arena, a leaderboard where people vote on AI-built websites.

The Artificial Analysis Intelligence Index

The Artificial Analysis Intelligence Index is one of the most closely watched independent leaderboards for AI models. Artificial Analysis runs a range of tests itself and combines them into a single composite score.

On the newly updated version 5.0, Carbon (high) scores 59, one point ahead of Claude Opus 5.5 (max).

A graph showing the various AI benchmark scores
Gemini 4 Carbon's score of 59 is leaps above Argon's 50. Credit: Artificial Analysis

The scores can’t be directly compared to the previous version of the index, where Argon (High) scored 53. A one-point lead is also thin enough that the next release from OpenAI or Anthropic could easily erase it. Carbon and Meta’s Muse Wonder Full are both flagged on the leaderboard as having no publicly available API, so they can’t yet be used outside their companies’ own access programs.

Gemini 4 Carbon: Safety and safeguards

Google says Carbon uses the same safety system as Argon, which includes monitoring the model’s reasoning, and adds more work on alignment, or keeping the model behaving as intended. According to Google’s own testing, Carbon is also better behaved than its predecessor.

Google says Carbon never successf

2026-10-28 19:30:50 · 大模型,AI应用,具身智能,OpenAI,Google,Anthropic,Meta,阿里巴巴,DeepSeek,xAI,Mistral,月之暗面,智谱,快手,文生视频,Agent智能体,推理思考,扩散模型,模型评测,模型安全对齐,招聘HR,榜单评测,开发者生态

Turn up your playlist without tuning out the world thanks to these $90 Sony earbuds

MashableSony LinkBuds Open Truly Wireless Earbuds White (Open Box)

TL;DR: Upgrade your listening method with these comfortable new, open-box Sony LinkBuds Open Truly Wireless Earbuds, on sale now for just $89.99 (reg. $229.99).


Whether you’re on a walk, working at your desk, or just tackling chores around your house, earbuds make it all a little more fun. The Sony LinkBuds Open Truly Wireless Earbuds let you enjoy your tunes and podcasts while staying aware of your surroundings. And right now, they’re on sale for just $89.99.

If you’re in the market for a new pair of earbuds, you don’t have to spend hundreds to enjoy your content comfortably. These Sony LinkBuds Open Truly Wireless Earbuds deliver clear audio, comfort, and peace of mind, so you can stay safe and still hear the world around you.

The Sony LinkBuds Open Truly Wireless Earbuds feature an open-ring design that lets ambient sound through, while adaptive volume control automatically adjusts to your surroundings. This combo makes them an excellent option when you can’t fully tune out the world around you.

The integrated V2 processor delivers a balanced audio experience, while the 11mm ring-shaped driver unit delivers clear sound no matter what you’re listening to.

You can enjoy up to 22 hours of battery life with the charging case, and you can listen that long thanks to the comfortable air-fitting supports that make these excellent for everyday wear. When you run out of battery, the fast power-ups give you 60 minutes of playback with just a 3-minute charge.

You’re saving big on these earbuds thanks to their Open Box status. That means they were likely excess inventory from store shelves, but they have been verified to be in new condition and in clean packaging.

Snag your own pair of

2026-10-28 22:00:00 · 快手,文生视频,办公效率,扩散模型,强化学习,招聘HR,榜单评测
AI 资讯

[分享创造] 建了一个 3000 人的视频模型站长群,主要是 seedance

V2EX

seedance 和 GPT 这种 LLM 相比,有一定门槛,小白用户也欢迎进群互相学习。视频模型圈子有很多 LLM 不一样的知识点。这也导致了很多人对价格和质量不敏感,市场上滥竽充数太多。

建了个 TG 群,找了非常多的中转站长进来,白天在线人数稳定在 300+,低价 API 或者官转/官 key 资源都有,sd/wan/h3/kling 这种都有,主打视频模型卷价格,卷稳定。开始担心人太多会恶性竞争,结果发现这些站长都在互相接,优势互补。

群号在评论区。

2026-10-29 04:05:36 · 大模型,快手,文生视频,教育学习,开发者生态
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