Unitree机器狗拆解与上市:中国具身智能的性价比革命
I spent $4,000 on a robot dog from China
This week we’re publishing a series of five articles about the state of robotics — we’re calling it Robot Week. It’s the most ambitious project we’ve ever undertaken. Over the last nine months, I’ve read dozens of research papers, Kai has gone on five reporting trips (including one to China), and we even purchased a robot dog from China!
本周我们将发布一系列关于机器人技术现状的五篇文章——我们称之为“机器人周”。这是我们迄今为止最雄心勃勃的项目。在过去九个月里,我阅读了数十篇研究论文,Kai 进行了五次采访报道(其中包括一次前往中国),我们甚至从中国购买了一只机器狗!
Our goal is to help readers understand the pace of progress in robotics — and the implications for the economy. How close are today’s robots to human-level performance? What are the biggest problems remaining to be solved?
我们的目标是帮助读者理解机器人技术的进步速度及其对经济的影响。如今的机器人与人类水平的表现还有多远?还有哪些最大的问题亟待解决?
Our first two articles (including this one) will be free, but the final three will be exclusively for paying subscribers. This week we’re also offering 25% off an annual subscription. So it’s a great time to upgrade. Click here to get the 25% Robot Week discount!
我们的前两篇文章(包括本篇)将免费开放,但最后三篇仅限付费订阅者独家阅读。本周我们还提供年度订阅八五折优惠。现在是升级的好时机。点击此处获取25%的机器人周折扣!
On a sunny morning in June, I walked to work with a quadruped robot beside me. I’ve never gotten more attention from strangers.
六月的一个阳光明媚的早晨,我步行上班,身边跟着一只四足机器人。我从没受到过陌生人如此多的关注。
A bunch of people snapped pictures of my robot dog. Several people asked me questions. Was it mine? (Yes.) Did I build it? (No.) Was it being used for surveillance? (No.)
一群人给我的机器狗拍照。好几个人向我提问。那是你的吗?(是的。)你造的吗?(不是。)它用于监控吗?(没有。)
Biological dogs kept a safe distance from my mechanical companion. Some growled or barked at it.
生物狗与我的机械伙伴保持着安全距离。有些对着它低吼或吠叫。
Children were fascinated. I paused and had it do tricks for several of them: “shake hands,” do a handstand, or leap into the air.
孩子们被深深吸引。我停下来让它为几个孩子表演特技:握手、倒立或跃向空中。
I live in a leafy Washington DC neighborhood called Mount Pleasant. The neighborhood lives up to its name, so my morning commute is mostly downhill. My robot companion, manufactured by the Chinese company Unitree, walked the two miles to my office near the White House with battery capacity to spare.
我住在华盛顿特区一个绿树成荫的社区,名叫Mount Pleasant。这个社区名副其实,所以我早上的通勤路线大多是下坡路。我的机器人伙伴由中国公司宇树科技(Unitree)制造,电量充足地走了两英里到达我在白宫附近的办公室。
Me at the office with my Unitree Go2 Pro robot dog. (Photo by Nat Purser)
我在办公室里和我的宇树Go2 Pro机器狗在一起。(照片由Nat Purser拍摄)
I recharged the battery during the workday, but it still struggled on the afternoon walk home. We were now mostly walking uphill, and the temperature had risen to 87°F (30°C). The robot’s steps seemed increasingly labored as the path got steeper.
我在工作日给电池充了电,但在下午回家的路上它仍然很吃力。我们现在主要是在上坡走,气温已升至87°F(30°C)。随着路径变得越来越陡,机器人的步伐似乎越来越艰难。
As I entered my own neighborhood, I glanced at two indicators in the corner of my phone screen. One showed that the robot’s battery was at 5% — dangerously close to empty. The other showed the internal temperature was 84°C — 183°F.
当我进入自己的社区时,我瞥了一眼手机屏幕角落的两个指示器。一个显示机器人的电池电量仅剩5%——接近耗尽的危险水平。另一个显示内部温度为84°C——183°F。
We were within sight of my front door when the robot suddenly collapsed. I’m not sure if it ran out of power or overheated, but either way it didn’t shut down gracefully — it rolled onto its back with its legs in the air.
当我们离我家大门近在咫尺时,机器人突然倒下了。我不确定它是没电了还是过热了,但无论如何,它都没有优雅地关机——而是仰面倒下,四肢朝天。
My robot dog after it collapsed steps from my home. The light on its “face” was blinking red, and the lidar sensor on its “nose” was still spinning. (Photo by Timothy B. Lee)
我的机器狗在我家门外摔倒后的样子。它“脸”上的灯闪烁着红光,“鼻子”上的激光雷达传感器仍在旋转。(Timothy B. Lee 摄)
Several people have asked me what my robot is useful for, and the honest answer is not much.
有人问我我的机器人有什么用,老实说,用处不大。
Unitree quadrupeds are widely used for academic research and they are sometimes used for entertainment. But there don’t seem to be a ton of practical applications.
宇树(Unitree)的四足机器人广泛用于学术研究,有时也用于娱乐。但似乎并没有太多实际应用。
Wheeled robots are faster and more energy-efficient, making them better for deliveries. Flying drones are a better choice for a lot of surveying and inspection work. My robot has no arms or hands, making it mostly useless around the house.
轮式机器人速度更快、能效更高,更适合配送任务。飞行无人机是许多测绘和巡检工作的更好选择。我的机器人没有手臂或手,因此在家里几乎派不上用场。
But my robot did have one big thing going for it: it was astonishingly cheap.
但我的机器人有一个很大的优势:它便宜得惊人。
I paid $4,017. That’s more money than I’ve ever spent to review a product. But it’s also far less than I would have had to pay for this type of robot a few years ago. And it’s cheap enough that people may find uses for it that wouldn’t have made sense at higher prices.
我花了 4,017 美元。这是我评测产品时花过的最多钱。但这也比几年前购买此类机器人所需支付的金额少得多。而且它的价格足够低,以至于人们可能会找到一些在较高价位下说不通的新用途。
Sometimes what changes the world isn’t the invention of a new technology, it’s figuring out how to make it affordable enough for a mass market. Xerox built the first personal computer with a graphical user interface, but companies like Apple, IBM, and Microsoft made the technology mainstream. Perhaps Unitree will play a similar role for quadruped robots — though as I’ll discuss later, Unitree’s robots now face legal restrictions in the United States.
有时候改变世界的不是新技术的发明,而是弄清楚如何将其做到足够便宜,从而进入大众市场。施乐(Xerox)制造了第一款带有图形用户界面的个人电脑,但苹果(Apple)、IBM 和微软(Microsoft)等公司让这项技术成为主流。也许宇树将在四足机器人领域扮演类似的角色——尽管正如我稍后将讨论的那样,宇树的机器人目前在美国面临法律限制。
Unitree has also used quadruped robots as a stepping stone to another market that could be much more important — humanoids. Unitree launched its first humanoid robot in 2023. Leveraging its experience making cheap quadrupeds, Unitree is able to sell humanoid robots for as little as $13,500.
宇树还利用四足机器人作为跳板,进军另一个可能更为重要的市场——人形机器人。宇树于 2023 年推出了其首款人形机器人。凭借制造廉价四足机器人的经验,宇树能够以低至 13,500 美元的价格出售人形机器人。
That’s still way out of my price range, which is why I bought a robot dog instead. But it’s dramatically cheaper than any humanoid you could buy a few years ago. And the low cost has made Unitree a global leader in humanoid robots.
这仍然远远超出了我的预算范围,这也是我买了一台机器狗的原因。但与几年前你能买到的人形机器人相比,它的价格大幅降低。低成本使宇树成为全球人形机器人的领导者。
Financial markets are bullish. Unitree debuted on the Shanghai stock market on August 19. On its first day of trading, shares shot up more than fivefold. It has lost some altitude since then, but at Monday’s closing price, the company was still valued at $34 billion — more than triple its valuation before the IPO.
金融市场看好宇树。宇树于 8 月 19 日在上海证券交易所上市。在首个交易日,股价飙升超过五倍。此后股价有所回落,但在周一收盘价时,该公司估值仍为 340 亿美元——是其 IPO 前估值的三倍多。
How Unitree democratized legged robotics
宇树如何实现足式机器人的普及化
Prof. Xuesu Xiao standing in front of four Unitree quadruped robots in his lab in Arlington, Virginia. (Photo by Timothy B. Lee)
肖学苏教授站在弗吉尼亚州阿灵顿实验室里的四台宇树四足机器人前面。(Timothy B. Lee 摄)
Earlier in June, I visited Prof. Xuesu Xiao, a roboticist at George Mason University.
今年6月初,我拜访了乔治梅森大学的机器人学家肖学苏教授。
“Ten years ago, only a very small set of research groups were working on quadruped locomotion because they were the only people on the planet who could build a quadruped,” Xiao told me. “Then Unitree came onto the market. And it basically democratized the entire world of quadruped locomotion research.”
“十年前,只有极少数研究团队在从事四足运动研究,因为他们是地球上唯一能制造四足机器人的人,”肖对我说。“然后宇树科技进入了市场。它基本上让四足运动研究领域在全球范围内普及化了。”
Xiao gave me a tour of his lab, which had four Unitree quadrupeds. Each cost around $15,000. The lab also had a quadruped robot called Spot. It was made by Boston Dynamics — widely seen as the industry leader before Unitree came along. But Spot is expensive, starting around $75,000.
肖带我参观了他的实验室,里面有四台宇树科技的四足机器人。每台成本约为15,000美元。实验室还有一台名为Spot的四足机器人,由波士顿动力(Boston Dynamics)制造——在宇树科技出现之前,它被广泛视为行业领导者。但Spot价格昂贵,起步价约为75,000美元。
Unitree founder Wang Xingxing developed a crude quadruped robot called XDog for his master’s thesis at Shanghai University.
宇树科技创始人王兴兴在上海大学攻读硕士学位期间,为他的硕士论文开发了一款名为XDog的粗糙四足机器人原型。
“Marc Raibert from Boston Dynamics is my idol,” Wang told IEEE Spectrum in March 2016. “Their papers helped me to design XDog.”
“波士顿动力的Marc Raibert是我的偶像,”王兴兴在2016年3月告诉《IEEE频谱》杂志。“他们的论文帮助我设计了XDog。”
Early Boston Dynamics prototypes — with names like BigDog and WildCat — had gasoline engines and hydraulic actuators. This made them too large, noisy, and polluting for practical use.
早期的波士顿动力原型机——如BigDog和WildCat——使用汽油发动机和液压执行器。这使得它们体积过大、噪音过大且污染环境,难以在实际中使用。
In that 2016 interview, Wang said that his goal was to “make quadruped robots simpler and smaller, so that they can help ordinary people with things like carrying objects or as companions.”
在那次2016年的采访中,王兴兴表示,他的目标是“使四足机器人更简单、更小,以便它们能帮助普通人完成搬运物体或作为伴侣等任务。”
Boston Dynamics officially unveiled an electric quadruped called Spot in June 2016. But Spot didn’t become commercially available until 2020.
波士顿动力于2016年6月正式发布了一款名为Spot的电动四足机器人。但直到2020年,Spot才实现商业化销售。
That created an opening for Unitree, which Wang founded in May 2016. The company’s first quadruped products — Laikago in 2017 and AlienGo in 2019 — were powered by electric motors. Designed for research labs, they cost tens of thousands of dollars.
这为宇树科技创造了机会,该公司由王兴兴于2016年5月创立。该公司的首批四足产品——2017年的Laikago和2019年的AlienGo——均采用电动机驱动。这些产品专为研究实验室设计,售价为数万美元。
In 2021, Unitree launched the Go1 line, which started at $2,700 for the “Air” model. In 2023, Unitree unveiled the Go2, which was even cheaper — $1,600 for the Air and $2,800 for the more capable Pro.
2021年,宇树科技推出了Go1系列,其中“Air”型号的起售价为2,700美元。2023年,宇树科技发布了Go2,价格更低——Air版为1,600美元,功能更强的Pro版为2,800美元。
Today, Unitree’s cheapest robot — the Go2 Air — is more than 97% cheaper than Spot. But this is not an apples-to-apples comparison; Spot is larger than Unitree’s Go2 line and can carry heavier payloads.1
如今,宇树科技最便宜的机器人——Go2 Air——比Spot便宜了97%以上。但这并非完全对等的比较;Spot的尺寸大于宇树科技的Go2系列,且能承载更重的负载。1
Still, the fact remains that Unitree made quadruped robots affordable to many people who could never afford Spot — including me! My wife never would have let me spend $75,000 or even $15,000 on a robot dog. But I convinced her to let me spend $4,017 (after tariffs and shipping costs) on a Go2 Pro.2
尽管如此,事实仍然是:宇树科技让许多从未买得起Spot的人也能负担得起四足机器人——包括我!我的妻子绝不会允许我在机器狗上花费75,000美元甚至15,000美元。但我说服了她,让我花费4,017美元(含关税和运费)购买了一台Go2 Pro。2
Why are Unitree robots so cheap?
为什么宇树科技的机器人如此便宜?
Last year the firm Simplexity tore a Go2 robot dog apart and made a video showing what they found.
去年,Simplexity 公司拆解了一只 Go2 机器狗,并制作了一段视频展示他们发现的内容。
Simplexity took a Unitree Go2 Air robot apart to understand its components, including the 12 identical motors that keep costs down while giving the legs a “really dynamic range of motion.” (Screenshot from the Simplexity teardown video)
Simplexity 拆解了 Unitree Go2 Air 机器人以了解其组件,包括 12 个相同的电机,这些电机在保持成本降低的同时为腿部提供了“非常动态的运动范围”。(截图来自 Simplexity 的拆解视频)
更进一步:量化金融体系
看懂新闻只是起点——沿量化金融路径,把它变成能交付的工程能力