惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

WordPress大学
WordPress大学
T
Threat Research - Cisco Blogs
D
DataBreaches.Net
Microsoft Azure Blog
Microsoft Azure Blog
D
Docker
P
Proofpoint News Feed
小众软件
小众软件
博客园 - 聂微东
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
人人都是产品经理
人人都是产品经理
J
Java Code Geeks
Martin Fowler
Martin Fowler
L
LangChain Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
李成银的技术随笔
MongoDB | Blog
MongoDB | Blog
M
MIT News - Artificial intelligence
阮一峰的网络日志
阮一峰的网络日志
Hacker News: Ask HN
Hacker News: Ask HN
C
CERT Recently Published Vulnerability Notes
H
Help Net Security
The GitHub Blog
The GitHub Blog
S
Security Archives - TechRepublic
AWS News Blog
AWS News Blog
Project Zero
Project Zero
Security Latest
Security Latest
P
Privacy International News Feed
T
Troy Hunt's Blog
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
C
CXSECURITY Database RSS Feed - CXSecurity.com
I
Intezer
酷 壳 – CoolShell
酷 壳 – CoolShell
The Hacker News
The Hacker News
I
InfoQ
P
Proofpoint News Feed
C
Cisco Blogs
aimingoo的专栏
aimingoo的专栏
T
ThreatConnect
Recorded Future
Recorded Future
P
Palo Alto Networks Blog
Hacker News - Newest:
Hacker News - Newest: "LLM"
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
V
V2EX
IntelliJ IDEA : IntelliJ IDEA – the Leading IDE for Professional Development in Java and Kotlin | The JetBrains Blog
IntelliJ IDEA : IntelliJ IDEA – the Leading IDE for Professional Development in Java and Kotlin | The JetBrains Blog
G
GRAHAM CLULEY
F
Future of Privacy Forum
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
N
News and Events Feed by Topic
Engineering at Meta
Engineering at Meta

Fortune | FORTUNE

Elon Musk's SpaceX IPO filing just told us what business he's betting on for the future—and it's not rockets | Fortune My startup hit $200 million ARR. But first I walked away from 2.5 million YouTube subscribers and nearly went bankrupt | Fortune How Grab's CTO sees the superapp's push into physical AI and automated driving—and why he uses his competitor's robots in the office | Fortune The tech bro billionaires won the fight over the AI executive order. But are they losing the war? | Fortune Barnes & Noble CEO clarifies the bookseller’s stance on AI-written books after refusing to ban them: ‘This is a straightforward rejection of AI books’ | Fortune Fortune Brainstorm Tech 2026 will be brilliant | Fortune Beyond the diploma: Skills that actually get graduates hired | Fortune Microsoft reports are exposing AI's real cost problem: Using the tech is more expensive than paying human employees | Fortune The big questions OpenAI’s trillion-dollar IPO filing may finally answer | Fortune Walmart shoppers are filling their gas tanks with less than 10 gallons for the first time since 2022, and its CFO calls it ‘an indication of stress’ | Fortune Sauna Benefits You Need to Know | Fortune Musk may already be a trillionaire while these SpaceX employees and investors will hit multibillion-dollar jackpots after blockbuster IPO | Fortune Indeed chief economist says we’re entering an era of ‘great mismatch’ thanks to a generational imbalance of workers | Fortune 'You kind of ruined it with your trans obsession': House points fingers as Smithsonian Women's museum funding fails | Fortune They created AI nudes that got millions of views online. Now they're being charged with crimes | Fortune Steve Wozniak says he didn’t cofound Apple to ‘make money'—he only did it because he was rejected by HP 5 times, and for years his pay was just $50 | Fortune A school district's lawsuit against Meta for mental health costs was set for trial next month. Zuckerberg settled | Fortune Gavin Newsom takes rare step of telling Californians to avoid Chevron: 'Big Oil is already making billions off Trump’s Iran War' | Fortune Fired bird conservationist settles with state of Florida over Charlie Kirk dispute for $485,000 | Fortune 'Earth-shaking event for New York pizza' looms as flour ban hits 80% of crusts citywide | Fortune Jamie Dimon sees 'exuberance' in markets. That's a loaded word when it comes to bubbles popping | Fortune Current price of oil as of May 22, 2026 | Fortune I've spent 25 years in venture capital. Here's how it quietly shut ordinary Americans out of the AI wealth boom—and what could fix it | Fortune Inside Microsoft's high-stakes push to win back its AI lead | Fortune A year in the life at HP: What matters to its sustainability lead in May 2026? | Fortune McKinsey studied 200 family business successions. The biggest problem wasn't the heir — it was the outgoing CEO | Fortune ‘A pressure cooker ready to explode’: The wild secondaries scramble for Anthropic shares | Fortune Wall Street has pretty much written off the idea of a Fed rate cut at Kevin Warsh's first meeting | Fortune Bolt’s cofounder killed its HR department. This CEO says people management is key to thriving in the AI age | Fortune I've led companies through every major tech disruption. AI washing is the same mistake, every time | Fortune You wouldn't put your entire 401(k) in one stock. Why are you doing it with your credit card points? | Fortune Founder of Ms. Anti Work says her ‘lazy girl job’ allowed her to only work a few hours a day—and she built her media company on the side | Fortune Top economist Tyler Cowen on the biggest problem of the AI age: not mass unemployment but adjusting to a new reality | Fortune Inside the fraud-ripe feeding frenzy to snag Anthropic shares while the company remains private | Fortune SpaceX is about to go public. It could set records as the least shareholder-friendly public company of all time | Fortune 'SpaceX is his new baby at the expense of Tesla': Elon Musk’s IPO could be bad news for his EV maker, investors warns | Fortune Cloudflare posted record revenue, then cut 20% of its workforce. CEO Matthew Prince says AI has made an entire category of workers obsolete | Fortune Prakash Arunkundrum, HP’s first-ever chief strategy and transformation officer, bets edge AI will 'bring the token cost down' | Fortune What is red light therapy? Benefits, uses, and more | Fortune Mamdani's campaign for cheap World Cup tickets delivers 1,000 for city of 8 million | Fortune 'In 60 days there’s been a huge change in the attitudes of this country': Former Detroit mayor says bipartisan approach in governor race is doomed | Fortune Malaysia slams 'grossly offensive, false, menacing and insulting' TikTok memes about its king | Fortune Meta laid off 10% of its workforce as Mark Zuckerberg warns that in the AI race ‘success isn’t a given’ | Fortune British government's answer to cost-of-living crisis: discounts on theme park tickets, chocolate bars | Fortune Indian Gen Zers turn online parody account into political movement: the Cockroach Janta Party | Fortune After Venezuela and Iran, Cuba? Trump says 'it looks like I’ll be the one that does it' | Fortune Trump reverses grocery, air conditioning pollution regulations because they're too woke | Fortune Minnesota fraudster at center of $250 million scam, controversial ICE crackdown sentenced to 42 years | Fortune Democrats screwed up so badly in 2024 election that even the autopsy was substandard, DNC chair says | Fortune Trump says he's calling off widely anticipated order to rein in AI | Fortune Ro Khanna blames 'clueless' boomers for Gen Z booing AI: They handed over a ‘broken economy' | Fortune Anthropic lands in London as AI-powered coding—and the anxieties around it—go mainstream | Fortune The Fed is dusting off a 60-year-old economic theory to explain why AI's entry-level job cuts could devastate corporate America | Fortune Stephen Colbert signs off after 11 years tonight. CBS cites finances, but the Late Show host blames Trump | Fortune The Midwest is leading America's spring housing rebound because of 'buyers who are actually showing up,' Realtor.com says | Fortune Intuit CFO on why the company is simplifying its structure | Fortune McKinsey partner says up to 50% of work hours could be transformed within the next 5 years | Fortune Jeff Bezos wants the bottom half of earners to pay zero income tax—he says nurses making just $75K should save $12K a year | Fortune MacKenzie Scott gave away more than $7 billion last year—but her secretive style got her snubbed from a top donors list | Fortune Allbirds' 600% stock surge says a lot about how 'AI washing' became the new 'greenwashing' | Fortune Current price of oil as of May 21, 2026 | Fortune 'We do not want humans to have the same fate as dinosaurs': SpaceX IPO reads like Hollywood fantasy version of the future | Fortune James Murdoch vows 'ambitious journalism and agenda-setting conversations' as he takes over New York, Vox brands | Fortune Wall Street thinks there's a chance the S&P 500 could push 20% higher by 2027 | Fortune Trump Accounts have a bigger problem than billionaire stock donations | Fortune SpaceX's IPO filing is full of surprises | Fortune The U.S. freight network is broken by design. One merger could start fixing it | Fortune Europe is considering price caps to control inflation. CEOs are shaking their heads in despair | Fortune The SpaceX IPO is a referendum on Elon Musk and his plan to colonize Mars | Fortune America's new AI map shows something surprising: 'A lot of normal people are adopting AI' | Fortune 'Flexible hot girl summer' is still on, but it's going to cost you | Fortune With bond yields surging to 4.7%, it's time to rotate out of stocks says Research Affiliates' forecasting model | Fortune Sheryl Sandberg tells Gen Z the 10-year career plan is dead as AI wipes out entry-level jobs: 'Don't script your career when the future is uncertain' | Fortune Microsoft lost its way in the AI race. Can Copilot get it back on course? | Fortune Vice President JD Vance rebuffs question about President Trump’s stock investments, says Trump is so wealthy he doesn’t trade stocks himself | Fortune Elon Musk's pay package reveals what SpaceX actually is: a $1 trillion monster built to colonize Mars | Fortune SpaceX IPO targets $28.5 trillion total addressable market, mission to 'make life multiplanetary' and understand 'true nature of the universe' | Fortune Nvidia Q1 earnings: Chipmaker beats on earnings and boosts dividend, but forecasts disappoint | Fortune Blast Off: SpaceX finally files IPO prospectus, reveals revenue is up–but losses are too | Fortune SpaceX will be worth trillions, but the space station that made it possible is worth even more — if we don't squander it | Fortune Antler CEO Magnus Grimeland says Silicon Valley doesn't have a monopoly on tech: 'People can innovate from almost anywhere' | Fortune A 'proudly autistic' workplace expert says putting neurodivergent employees in a typical office is like dropping a polar bear in Austin, Texas | Fortune Pay transparency is exposing a bigger problem: Most companies can't explain why they pay what they pay | Fortune 80% of companies have an immigrant in a top leadership role—Trump's visa crackdown is forcing them to make a 'plan C,' says immigration expert | Fortune Harvard admits it was too easy to get A grades, vows crackdown | Fortune Barney Frank, legendary liberal who ripped into left-wing dysfunction on his death bed, dies at 86 | Fortune ‘We’ve given them the short end of the stick’: Business school dean says AI could eliminate many jobs for young people—even as they lead innovation | Fortune A dating expert says ghosting and quiet quitting are the same problem at their core, and corporate life has more to learn from romance than it admits The one number that will actually move Nvidia's stock Wednesday night | Fortune While other tech CEOs warn of mass job losses, Glean's chief says AI will never replace a single worker | Fortune Jeff Bezos on Zohran Mamdani's big mistake: 'When you don't know how to solve a problem, create a villain, blame them' | Fortune Trump's EEOC chair is suing The New York Times because 'we should bring it on behalf of white workers too' | Fortune Electricity prices are up 40% since 2021, but data centers shouldn't get all the blame | Fortune Prices at the pump hit $4 a gallon in all 50 states—just as summer driving season begins | Fortune A senior comms exec says your AI notetaker could be your company's biggest liability | Fortune How 8,000 robots are changing work inside logistics giant DHL Supply Chain | Fortune Jurassic Park isn't just a movie anymore as de-extinction startup hatches live chicks | Fortune Anti-Trump Republicans are dead pols walking. Call them the 'YOLO caucus' | Fortune 56-year-old woman dies after stepping out of car and into open manhole in New York City | Fortune San Francisco thinks AI can save the whales. Here's how | Fortune
Former NASA Robotics Chief: America is building the wrong kind of robots — and China knows it | Fortune
Robert Ambro · 2026-05-23 · via Fortune | FORTUNE

When China lined up a troupe of humanoid robots to dance in front of the German Chancellor earlier this year, a lot of people saw an impressive display of the nation’s technological prowess — but I saw something else. I’m from Texas. I know bragging when I see it.

Looking beyond the robots’ footwork, China’s demonstration reveals a widening gap between spectacle and strategy — a gap that America, for all its robotics talent, is in real danger of falling into.

We are building impressive robots. We are not building the right ones.

Walk into any major robotics demo in the U.S. and you’ll observe fluid movements, precise manipulation, and maybe even a backflip. The most advanced Boston Dynamics robots can pick up and carry large objects that would risk injuring any human worker. On performance alone, we look competitive.

The problem is that performance in controlled settings is all we’re measuring. A recent Stanford report found that robots scoring nearly 90% success rates in controlled simulations succeed at just 12% of real household tasks. This gap between demo and deployment is not a rounding error — it is the whole problem. The U.S. is optimizing its humanoid robots for a sprint and calling it a marathon strategy.

Take the case of Figure AI’s 02 model. It logged 1,250 hours at BMW’s Spartanburg plant and moved 90,000+ components. By current metrics, it was a success. Look closer and the robot did one task: picking up sheet metal parts and placing them on a welding fixture for ten months straight. A mid-sized manufacturer — one already running automated systems — cannot justify thousands of dollars in investment for a machine that does one thing.

Successful one-off robot deployments obscure the real question: is this investment worth it at scale?

What NASA Taught Me About Brittle Machines

At NASA, decades of designing humanoid robots for environments that don’t forgive narrow thinking revealed that the machines that failed were the ones built for a single scenario. The ones that succeeded could multitask and be reprogrammed for deployment in different settings. The arm built for the Space Shuttle, for example, was designed to position an astronaut who would catch and later release a satellite. It turned out the robot was better at making the catch itself — but positioning astronauts proved useful for other tasks, like repairing the Hubble Space Telescope.

The United States continues to build humanoids that are extraordinary in the conditions they were trained for and brittle everywhere else. Right now, in most factories, several humans generate better ROI than one humanoid robot.

We humans might not be the strongest or fastest, but we make up for it with adaptability. A single warehouse associate can pick up orders, restock shelves, flag a safety issue, and reroute around a spill — all before lunch. This fluid task-switching is the core of human labor value. If humanoid robots are supposed to take over U.S. factory floors, they need to be designed to be even more flexible than us.

The Policy Environment Isn’t Ready Either

To get there, we must first prime the policy environment. American manufacturers — particularly those in the mid-to-enterprise range that form the backbone of U.S. industrial output — have almost no structured pathway to adopt humanoid robotics at scale. Large manufacturers like BMW can absorb a ten-month single-task pilot as an R&D line item. A mid-sized auto supplier or contract manufacturer cannot.

The absence of a proper federal incentive structure will prolong the stagnation. Current federal R&D tax credits reward robotics discovery, not deployment. A manufacturer that spends $800,000 integrating a humanoid system gets essentially the same tax credit as one that buys a new forklift.

Even with $2.5 billion in venture capital already poured into robotics, private investment alone cannot spur effective deployment. Instead, the nation needs a distinct, robotics-focused “manufacturing deployment” tax incentive, stackable with the existing R&D credit — one that rewards those who make robots functional in real factories by offsetting integration costs, workforce transition expenses, and process redesign work. The U.S. can also expand the Manufacturing Extension Partnership, which already offers specialized consulting to small and mid-sized manufacturers, to provide humanoid deployment concierges at relatively low federal cost. Finally, NIST, working with NASA and others, should establish humanoid interoperability standards so manufacturers can combine multiple robotic systems safely.

What the Right Deployment Actually Looks Like

U.S. factories will also have to transform. Most industrial workflows were designed around human flexibility, improvisation, and self-directedness. Robots — even adaptable ones — will require something different: fleet-based tasking similar to how rideshares route cars, clear safety parameters for mixed human-robot environments, and new protocols for humanoids to interact with single-purpose machines.

What both the U.S. and China still misunderstand is the assumption that humanoids will replace jobs wholesale. Rather, they’ll generate value by filling the gaps that current automation can’t reach — the “in-between” work that’s too variable for a fixed conveyor system and too repetitive to justify a skilled employee. A mid-sized company will appreciate being able to shift humanoids into operating single-purpose machines like loading a washer, without having to replace the washer itself.

Moving materials between workstations, restocking inventory in busy warehouses, tending machines built for human interaction, and conducting inspections in dangerous and confined spaces aren’t glamorous use cases. But they represent operational problems that adaptable humanoids can begin to address within this decade.

America has the talent, the capital, and the industrial base to lead this transition. We are currently optimizing for the wrong outcomes and ignoring the policies that could enable real deployment.

The country that defines “good enough to deploy at scale” will set the terms for global manufacturing for decades. Right now, that country is not the United States.

It doesn’t have to stay that way.

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.