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

B
Blog
V
Vulnerabilities – Threatpost
Apple Machine Learning Research
Apple Machine Learning Research
V
V2EX
博客园 - 叶小钗
阮一峰的网络日志
阮一峰的网络日志
人人都是产品经理
人人都是产品经理
Latest news
Latest news
博客园 - 三生石上(FineUI控件)
美团技术团队
aimingoo的专栏
aimingoo的专栏
Google Online Security Blog
Google Online Security Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
T
Threatpost
Y
Y Combinator Blog
T
Tailwind CSS Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
A
Arctic Wolf
C
Cyber Attacks, Cyber Crime and Cyber Security
小众软件
小众软件
Recent Commits to openclaw:main
Recent Commits to openclaw:main
T
Tenable Blog
W
WeLiveSecurity
L
LINUX DO - 热门话题
D
Docker
Cyberwarzone
Cyberwarzone
量子位
A
About on SuperTechFans
The Last Watchdog
The Last Watchdog
雷峰网
雷峰网
C
CERT Recently Published Vulnerability Notes
P
Palo Alto Networks Blog
The Hacker News
The Hacker News
Blog — PlanetScale
Blog — PlanetScale
P
Proofpoint News Feed
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
F
Full Disclosure
The Cloudflare Blog
T
The Blog of Author Tim Ferriss
T
The Exploit Database - CXSecurity.com
Engineering at Meta
Engineering at Meta
O
OpenAI News
Hacker News - Newest:
Hacker News - Newest: "LLM"
Scott Helme
Scott Helme
IT之家
IT之家
S
Secure Thoughts
MongoDB | Blog
MongoDB | Blog
L
Lohrmann on Cybersecurity
博客园 - 司徒正美
Google DeepMind News
Google DeepMind News

Fortune | FORTUNE

One man can kill Bill Ackman’s $64 billion bid for Universal Music Group—and no one knows what he’ll do | Fortune Poppi’s cofounder pitched her startup on Shark Tank while 9 months pregnant and landed a $400,000 deal—now it's worth $2 billion | Fortune Teen boys are choosing AI girlfriends over real ones for 'maximum control, zero rejection'—experts say it could make them unemployable | Fortune A United American merger is by no means impossible given the president 'loves big deals' | Fortune Reed Hastings’s planned exit from $455 billion Netflix ‘had nothing to do with’ the failed deal for Warner Bros., says Ted Sarandos | Fortune Meet Joe McCann: The high-flying crypto trader held in Tanzania after sudden death of his influencer fiancée Ashly Robinson | Fortune Gen Z is carving a different path in the housing market by doing it alone | Fortune U.S. Catholic leaders criticize Trump for ‘disparaging words’ about the pope as Vatican clash risks alienating Catholic voters | Fortune China has ‘nearly erased’ America’s lead in AI—and the flow of tech experts moving to the U.S. is slowing to a trickle, Stanford report says | Fortune Self-made millionaire behind $5 billion Skims Emma Grede says it all began with a cold call to Kris Jenner: Emma Grede—the self-made millionaire behind the $5 billion Skims empire—says it all began with an audacious cold call to Kris Jenner: ‘The difference between me and someone else is, I made it happen’ | Fortune Americans have never been this gloomy about the economy. Wall Street has never cashed in harder | Fortune ‘The college grading system [is] almost meaningless’: People see the Ivy League as an easy A and with flawed admissions standards | Fortune The CEO of $8.5 billion Japanese car giant Nissan plays the drums in a band and hits the tennis courts to destress from the top job | Fortune New York governor's take on a millionaires tax: fancy pied-à-terre second apartments worth over $5 million | Fortune Pope Leo XIV: A ‘handful of tyrants’ are ravaging earth with war and exploitation | Fortune Trump has no plan to cut the $39 trillion national debt, but he does want to cut childcare. His budget director is scrambling to clarify | Fortune China's economy grows 5% in first quarter, surprising economists to the upside | Fortune Everyone was wondering what Trump wanted more: Warsh smoothly seated at the Fed, or for Powell to pay. We have our answer | Fortune Palantir exec: the biggest mistake retailers are making with AI? Trying to do it all with one agent | Fortune American YouTuber who calls himself a 'troll' sentenced to 6 months in Korean prison for literally dancing on wartime graves | Fortune BBC plans to cut up to 2,000 jobs to save 10% of annual budget | Fortune Canva debuts a new suite of agentic tools, as the design app quietly becomes one of the world’s most used AI services | Fortune Moody's CEO: AI has a trust problem – better models won’t fix it | Fortune Top New York surgeon: Americans have better data for choosing restaurants than surgeons. That has to change | Fortune The Iran war’s fertilizer shock is hammering American farmers, and 70% can’t afford what they need for this year’s growing season | Fortune Education experts to Mamdani: Why are you foisting AI on our kids? | Fortune This CEO pirated video games as a teen and became a hacker for the Air Force. Now he’s built a $3 billion cyber firm | Fortune Teacher, blame thyself: Yale report savages Ivy League schools for destroying American trust in higher education | Fortune Fed chair nominee Kevin Warsh is worth more than $100 million and has stakes in SpaceX and Polymarket | Fortune From wool sneakers to GPUs: Allbirds’ desperate AI pivot and 600% stock surge, explained | Fortune The Sam Altman attack is putting two anti-AI groups under scrutiny—but the story is more complicated | Fortune Elizabeth Warren on her proposal to bring back IRS Direct File: ‘For just one day of bombing Iran, we could pay for 20 years’ | Fortune ‘I am certain’: Harvard policy expert warns the true cost of the Iran war to U.S. taxpayers will exceed $1 trillion | Fortune The CEO of a $24 billion Dutch lender has sandwiches once a week with the staff to hear their views and get them on side with cost cuts | Fortune Why insurance giant Travelers' CTO is placing fewer, bigger bets on AI | Fortune Current price of oil as of April 15, 2026 | Fortune The dirty secret behind Big Tech’s AI arms race: Massive hardware investments that are obsolete in 3 years | Fortune Dow’s CEO handoff elevates an insider and seasoned operator | Fortune Anthropic faces user backlash over reported performance issues with its Claude AI chatbot | Fortune Stock futures sink while oil spikes as the U.S. Navy looks to squeeze Iran's economy and break its grip on the Strait of Hormuz | Fortune A major U.S. gasoline production hub is in such a severe drought that its refineries may be hobbled. 'We are actively praying for a hurricane' | Fortune U.K. won’t take part in Trump’s planned blockade of Hormuz strait | Fortune Hungarian voters oust Viktor Orbán, a close ally of Trump and Putin, despite late campaign push from JD Vance | Fortune Blazing hot IPOs, an AI agent craze, and a new word for ‘token’: Here’s what’s happening in the world of Chinese AI | Fortune Iran’s crumbling economy is the regime’s greatest weakness with prices up 40% since the war began while authorities worry about making payroll | Fortune Here’s how a U.S. naval blockade of the Strait of Hormuz could work. ‘This is a big task, and it’s a big gamble’ | Fortune Intuit was an AI pioneer. Why its stock became a SaaSpocalypse casualty | Fortune Artemis III will practice docking Orion with lunar landers in Earth orbit next year while Musk’s Starship and Bezos’ Blue Moon compete for Artemis IV | Fortune Oil tankers U-turn in Hormuz as U.S.-Iran talks break down Saudi Arabia says East-West pipeline restored to full capacity In 2011, Barack Obama said it was time to ‘pivot’ to Asia. But 15 years later, the U.S. is still at war in the Middle East Trump says U.S. Navy to impose Hormuz blockade after Iran ceasefire talks end with no deal. ‘No one who pays an illegal toll will have safe passage’ This TikTok sensation sold her startup for $2 billion. Now Pepsi is letting ‘Poppi be Poppi’ ‘Almost unmanageable’: Raising a child in the U.S. now costs more than $300,000 As Iran peace talks fail, Trump and Joe Rogan watch a hobbled fighter triumph in a brutal cage match Haiti stares down starvation as Iran War drives 200,000 into acute food emergency status ‘I just keep seeing a lot of different aspects of life getting more expensive’: New car prices are up 30% over 6 years America is not ready for its own longevity crisis — and 2026 is the wake-up call | Fortune JD Vance leaves Pakistan after marathon talks with Iran end without a deal as Tehran refuses U.S. demand not to develop nuclear weapons | Fortune Average price of new cars nears $50,000 as automakers focus on big pickups and SUVs while cheaper sedans get phased out | Fortune Navy tests Hormuz blockade as expert says U.S. military prepares for round 2 and could degrade Iran’s hold over the strait to a ‘manageable level’ | Fortune Pakistan sends military force to Saudi Arabia as part of pact | Fortune Three oil supertankers sail through the Strait of Hormuz | Fortune Trump downplays talks for ceasefire deal with Iran, claiming military victory. 'It doesn’t matter. From the standpoint of America, we win' | Fortune Boeing’s moon rocket faces uncertain future under Trump’s NASA | Fortune Appeals court says national security implications of halting White House ballroom construction must be weighed | Fortune Some of cheapest fuel can be found on Native American reservations as tribes are exempt from state gas taxes | Fortune JD Vance begins talks with Iran in Pakistan while Trump claims U.S. has begun 'clearing out' the Strait of Hormuz | Fortune 'This is the last warning.' Iran threatens U.S. warships after they throw down the gauntlet for winner-take-all Strait of Hormuz | Fortune U.S. Navy ships transit Hormuz ahead of mine-clearing mission | Fortune Over a third of Ireland's fuel stations are empty and truck and tractor drivers are protesting nationwide | Fortune Some communities are enduring unprecedented long waits on federal disaster requests, and Democrat-led states say they're being denied | Fortune These niche AI startups are trying to protect the Pentagon’s secrets | Fortune Former Tesla president reveals the ‘single most important thing’ you can do for your career—it’s a habit Elon Musk and Warren Buffett share too | Fortune Ingersoll Rand CEO: here's how employee ownership helped drive more than 8x enterprise value growth | Fortune The petrodollar faces increased risk, but a petroyuan is ‘far-fetched’ as fears of U.S. losing superpower status are overhyped, strategist says | Fortune Palantir CEO says AI ‘will destroy’ humanities jobs, but there will be ‘more than enough jobs’ for people with vocational training | Fortune Warren Buffett says 'accumulating great amounts of money' doesn’t achieve greatness—He still lives in a $31,500 Nebraska home and clipped coupons | Fortune Starbucks' game plan to roll out AI chatbots at cafes could serve as a 'litmus test' for the industry, analyst says | Fortune Data centers and gas demand make boring pipelines great again | Fortune The 'Tuscan Mom' aesthetic is taking over TikTok as Gen Z glamorize McMansions and reject millennial gray | Fortune Man's best friend may soon live a little longer thanks to a new pill promising to extend your pup's lifespan | Fortune Danantara CIO: Indonesia can anchor the AI and energy economy—if governance keeps pace | Fortune OpenAI’s TBPN deal shows how talent, media, and influence are collapsing into one | Fortune AI promises to free workers from grunt work, but psychologists say those mindless tasks are exactly what our brains need to recover | Fortune The 'affordability economy' has created a housing market nobody predicted: Prices collapsing in the Sun Belt, soaring in the Rust Belt | Fortune 'It’s 13 minutes of things that have to go right': Artemis II splashes down despite faulty heat shield | Fortune Fed seeks details on U.S. banks' exposure to private credit firms | Fortune The Navy confirmed an ‘abundant amount’ of Uncrustables when the Artemis II crew lands. Smucker’s just offered them a lifetime supply | Fortune Meet ‘trendslop,’ the new, AI-fueled scourge of workplace consultants everywhere | Fortune Amazon is still paying Jeff Bezos an $80,000 yearly salary—but $1.6 million for travel and security | Fortune Trump-backed World Liberty Financial crypto tokens reach all-time low on reports of insider loans | Fortune Iran is demanding tankers in the Strait of Hormuz pay tolls in crypto: What we know so far | Fortune First they went after medtech, then Kash Patel. Iranian hackers’ next target is likely ‘low-hanging fruit’ in water, energy, and tourism, experts say | Fortune The AI that found 27-year-old vulnerabilities no human ever caught before just forced an emergency meeting with every major Wall Street CEO | Fortune Inflation goes up by a whopping monthly rate of nearly 1%—and it’s hitting you at the grocery store and gas station | Fortune H&R Block is betting it can be more than a tax company | Fortune The real engine of innovation is trust | Fortune Huntington is powering digital growth—by opening a branch almost every 2 weeks, says CFO | Fortune How the 173-year-old glass-maker behind Edison's light bulb and iPhone screens became a Silicon Valley darling | Fortune
We watched social media concentrate. The same thing is happening in AI, only at a deeper layer | Fortune
David Liberm · 2026-05-16 · via Fortune | FORTUNE

In 2018, my brother and I sat in a product review at Snap’s Santa Monica offices staring at a chart we’d grown too familiar with. Our daily active users had stalled. Instagram (which had launched a near-identical version of our core Stories feature two years earlier) was accelerating. Snap had built a genuinely better product. It had a loyal, passionate user base. It had once famously turned down $3 billion from Facebook when most people would have taken the money and left. None of it was enough.

Meta controlled the layer beneath Snap: the social graph, the feed, the audience. Once you own that layer, everything built on top bends toward you.

We’ve spent more than two decades in tech. We’ve learned to recognize when a pattern repeats.

In social networks, concentration formed at the platform level. Distribution, data, and audiences clustered around whoever had the most users, and everything else followed with them. Today, two of the largest social platforms on earth (Facebook and Instagram) belong to the same company. The cloud infrastructure that powered them followed the same logic: Amazon, Microsoft, and Google now control roughly 63% of global cloud capacity. AI is following the same geometry, only faster.

One Level Deeper

You could always spin up a new social platform. TikTok proved it possible. In AI, you cannot build anything without compute: the GPUs, the data centers, the raw processing capacity that determines who gets to participate in this economy at all. Access to compute has become a prerequisite for existence, not just for scale. A startup without cloud contracts cannot train. A country without chip access cannot compete. The gate is already in place.

The numbers describe how closed that gate already is. NVIDIA holds 85% of the data center GPU market. Three American cloud companies control 63% of the infrastructure on which most AI runs. At the model layer, just two companies capture the overwhelming majority of revenue from AI-native companies, according to The Information.

The geographic picture is starker than most people realize. The United States controls approximately 75% of global high-performance AI compute capacity. China holds around 15%. The remaining countries share the last 10% between them, most holding a fraction too small to measure. The rest of the world is not competing for AI infrastructure. It is dependent on whoever wins. There is no antitrust mechanism for countries.

There is also a quieter form of inequality embedded in the technology itself. Large language models are trained overwhelmingly on English-language data, which means prompts in other languages consume more tokens for the same output. Non-English users pay more, hit context limits faster, and receive lower-quality results. One price does not mean equal access.

This has stopped being a business concentration story. When AI shapes what gets built, how economies function, and how information flows, whoever controls the compute layer controls something closer to a geopolitical chokepoint than a market position. The United States has already demonstrated this with export controls on advanced chips, restricting which nations can develop certain AI capabilities. Two countries are now setting the terms for 191 others. Those 191 are, in varying degrees, already dependent, and that dependency is growing.

The consequences are concrete and current. Services become unavailable because of sanctions, regulatory shifts, or local law. AI models can be degraded or quietly redirected without notice. Businesses that have built products on centralized infrastructure face existential dependency on a handful of providers whose terms can change overnight, and who have demonstrated they will change them. We have already seen major AI providers retire popular models despite user backlash, restrict API access without warning, and throttle developer capabilities under the cover of safety policies that no independent body can audit.

The Alternative

Bitcoin and Ethereum did not solve financial concentration by building a better bank. They rebuilt the layer underneath: open protocols where anyone could participate as a contributor, not a customer. Thousands of independent operators, no central gatekeeper, no single point of failure or control.

The same logic applies to compute. An open, decentralized network for AI infrastructure (one where GPU capacity can be contributed and accessed across organizational and geographic boundaries) does not need to beat hyperscalers on their own terms. It makes the hyperscalers optional. It puts a floor under the market, and a ceiling on the power any single actor can extract.

That is what led us to build Gonka: a decentralized, community-governed network for AI compute, designed specifically for inference. It is our attempt to rebuild the layer, not simply compete on top of it.

What we’ve carried from that experience: in technology, whoever controls the infrastructure decides what gets built on top, and what gets pushed out. In AI, that layer is compute. Right now, it belongs to very few people. If we wait until the infrastructure is fully locked in, the next generation will not be choosing between models. It will be choosing between permissions.

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.