把 Gemini 和 GPT 放到《我的世界》当教练，谁能看懂机器人的微操？

Gemini 领跑，GPT表现平平，国立清华、英伟达提出双奖励孪生网络，告别算力焦虑。作者丨张 璐 编辑丨幸丽娟 VLM大模型（VLM）在静态视觉与推理任务上已展现出强悍能力。然而在具身智能领域，当模型需要面对复杂的动态交互与机械臂控制时，它们能否准确评估智能体的动作与画面变化，依然是一个待检验的问题。…

• 过去不少人以为，能“看懂画面”就意味着能“当好教练”。
• 但对具身智能来说，从识别场景到精准评估动作进展，完全是两码事。
• 为了厘清各大模型在真实动作评估中的底细，国立清华大学与 NVIDIA 联合团队在最新研究《VLM-AR3L: Vision-Language…

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机械臂做到第10步就容易出错？一个 2B 模型靠动态调整注意力解决了 | IJCAI 2026

S²-VLA 引入信念状态和自适应动态门控，仅用2B参数、7GB显存，长程操控超越7B模型。作者丨张 璐 编辑丨幸丽娟 过去一段时间，Scaling Law 在具身智能里被看得很重。…

• 为了让机械臂完成复杂的搬运、对准和组合，多数工作把视觉-语言-动作（VLA）模型做到 7B 甚至 8.
• 参数变大后，语义理解和场景识别确实更强了，但长程操控里的不稳定问题并没有随之消失。
• 很多大参数量 VLA 在执行到第 10 步或更后面时会出现突然失败。

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The Download: rethinking child safety and fossil-fueled farming

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology.…

• Child-monitoring apps might need a reboot Digital harms have become th…
• In response, they’re increasingly turning to content-monitoring apps t…
• These tools have had genuine successes, preventing suicide attempts, i…

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The Best Way to Explore Lunar Craters Is a Giant Robot Ball

On a good day, the rock quarry in central Texas is about 370,000 kilometers (230,000 miles) from the moon.…

• But last February, when Rishi Jangale watched his 1.
• 8-meter-wide, 150-kilogram inflatable robot roll effortlessly over roc…
• Jangale is an upbeat mechanical engineer nearing the end of his Ph.

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MB&F’s M.A.D.Editions Teams up With Horological Maverick Vincent Calabrese on the M.A.D.3

SummaryM.A.D.Editions teams up with AHCI co-founder Vincent Calabrese on the M.A.D.3.…

• Powered by a reworked La Joux‑Perret G111 calibre, the watch is redesi…
• Released in raspberry pink (Tribe/Friends) and blue (raffle) editions.
• MB&F's accessible imprint, M.

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The GQ Guide to Barcelona

Spending a couple days in the Catalonian capital? Here’s how to eat, drink, and shop your way across one of the most eclectic, kinetic cities on earth.

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The Unexpected Stars of the Runways? The Furniture

With chairs popping up on catwalks and skirts that double as carpets, the line between fashion and furniture is blurring.

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This Congresswoman Is 8 Months Pregnant. She Could Spend 17 Years in Prison.

Rep. LaMonica McIver on overcoming fibroids, infertility—and the Justice Department—to have a baby.

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7 Best Sheer Blushes That Give a Delicate Natural Color and a Glow That Works on All Skin Tones

If you’re looking for a realistic flush, add these tints to your collection.

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LVMH Prize Taps Jennifer Lawrence, Priyanka Chopra and Urassaya Sperbund as Presenters

Sperbund will also sit on the jury alongside the group’s star designers.

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Reshoring Rises, But Concerns About America’s Close Trade Ties Remain

Reshoring is on an upward trend, but headwinds persist for manufacturers looking to bring operations closer to home.

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EXCLUSIVE: Keke Palmer Joins Beautycon Lineup as It Returns to Los Angeles

Beautycon debuts a one-day university concept in downtown L.A.

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All Wrapped Up: Fall’s Finest Outerwear Takes To The British Countryside

Models Joan Smalls, Caroline Trentini, and Jessica Miller step outside in fall’s best coats

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Simone Rocha Has Been Dressing for Her adidas Collaboration Since She Was a Teenager

Exclusive: Simone Rocha reveals the “hardcore femininity” that shaped the beginnings of her ongoing partnership with adidas Originals.

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打破黑盒猜想：大模型通往真正「空间智能」的破局之路

给模型做一次脑部“CT”，低成本重塑真实空间智能。作者丨张 璐 编辑丨幸丽娟 先来看一道简单的多模态大模型视觉考题：观察给出的几张室内多视角照片，请回答：从图 1 的视角来看，蓝色椅面的办公椅右边是什么？…

• 单人沙发以及旁边的一张小桌子B.
• 5-VL-7B精准选择了正确答案 A；LLaVA-OneVision-8B却选了 D。
• 按照以往的习惯，我们大概率会把原因归咎于模型在做多视角坐标转换时逻辑迷航了，或者它的空间推理能力不够，把左右相对位置搞混了。

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DJI launches new robot vacuums with an eye toward data privacy

The DJI ROMO 2 lineup also includes LiDAR-enabled mopping arms and improved obstacle avoidance.

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Stop replacing the batteries in your Xbox controller – Do this instead

Xbox controllers continue to ship reliant on AA batteries, but you don't have to keep burning through disposables.

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Dyson Unveiled at IFA 2026: Live updates as the company shows off new vacuums, purifiers, robotics and more

We're liveblogging Dyson's press conference at IFA 2026 because we love cleaning gadgets.

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These New Robot Vacuums, Mops, Mowers and Pool Cleaners Will Try to Convince Us They’re Maintenance-Free

These New Robot Vacuums, Mops, Mowers and Pool Cleaners Will Try to Convince Us They’re Maintenance-Free

• These New Robot Vacuums, Mops, Mowers and Pool Cleaners Will Try to Convince Us They’re Maintenance-Free

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The Weirdest and Wackiest Tech We Found at IFA 2026

The Weirdest and Wackiest Tech We Found at IFA 2026

• The Weirdest and Wackiest Tech We Found at IFA 2026

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One of Our Top Robot Vacuum Brands Is Diving into Pool Care

One of Our Top Robot Vacuum Brands Is Diving into Pool Care

• One of Our Top Robot Vacuum Brands Is Diving into Pool Care

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TCL’s new Nxtpaper phone offers both e-reader and OLED

The “sculpted” design is more premium than other Nxtpaper phones so far.| Image: TCL With the P80 Ultra, TCL's E Ink-esque Nxtpaper phones are finally going OLED.…

• Just like previous LCD models, the phone can switch to a low power, mo…
• Only now you can switch back to what the company calls a "flagship-lev…
• TCL first revealed the OLED Nxtpaper technology at MWC in March this y…

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These new robot lawnmowers trim your edges

Mammotion’s Luba 4 AWD can clean up the sides of your driveway and flower beds with its edger attachement.…

• | Image: Mammotion Anker's new robot lawnmower might take over for you…
• Announced at IFA 2026, the Eufy Robot Lawn Mower S2 Max comes with an …
• The dual-blade mower offers vSLAM navigation that uses built-in camera…

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Tesla Adds Cybercabs To Its Texas Robotaxi Fleet Ahead Of Launch Event

Tesla just registered 45 new Cybercabs with the Texas DMV—and a bunch are already out roaming the streets.

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