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

cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
AWS News Blog
AWS News Blog
V
Vulnerabilities – Threatpost
D
Darknet – Hacking Tools, Hacker News & Cyber Security
量子位
博客园 - 叶小钗
AI
AI
T
Tor Project blog
Forbes - Security
Forbes - Security
W
WeLiveSecurity
博客园_首页
爱范儿
爱范儿
J
Java Code Geeks
B
Blog
G
GRAHAM CLULEY
aimingoo的专栏
aimingoo的专栏
Cloudbric
Cloudbric
C
CXSECURITY Database RSS Feed - CXSecurity.com
TaoSecurity Blog
TaoSecurity Blog
L
LINUX DO - 热门话题
阮一峰的网络日志
阮一峰的网络日志
有赞技术团队
有赞技术团队
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Simon Willison's Weblog
Simon Willison's Weblog
云风的 BLOG
云风的 BLOG
Google DeepMind News
Google DeepMind News
H
Help Net Security
博客园 - 三生石上(FineUI控件)
C
Cisco Blogs
C
Cybersecurity and Infrastructure Security Agency CISA
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
P
Palo Alto Networks Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Recent Commits to openclaw:main
Recent Commits to openclaw:main
博客园 - 司徒正美
The Last Watchdog
The Last Watchdog
Blog — PlanetScale
Blog — PlanetScale
T
The Blog of Author Tim Ferriss
S
Secure Thoughts
Spread Privacy
Spread Privacy
F
Fortinet All Blogs
月光博客
月光博客
大猫的无限游戏
大猫的无限游戏
S
SegmentFault 最新的问题
H
Hackread – Cybersecurity News, Data Breaches, AI and More
A
About on SuperTechFans
Security Latest
Security Latest
Webroot Blog
Webroot Blog
Scott Helme
Scott Helme
Hugging Face - Blog
Hugging Face - Blog

Hacker News

Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Unexpected €54k billing spike in 13 hours: Firebase browser key without API restrictions used for Gemini requests Retrofitting JIT Compilers into C Interpreters IPv6 – Google The Accursèd Alphabetical Clock Cybersecurity Looks Like Proof of Work Now Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent When moving fast, talking is the first thing to break Too much Discussion of the XOR swap trick – Heather Cafe Introduction to Spherical Harmonics for Graphics Programmers The Grand Line Building a Z-Machine in the worst possible language High-Level Rust: Getting 80% of the Benefits with 20% of the Pain GitHub - duguyue100/midnight-captain: Inspired by Midnight Commander, tailored to my taste. How to build a `git diff` driver · Jamie Tanna | Software Engineer Center for Responsible, Decentralized Intelligence at Berkeley The Local Universe’s Expansion Rate Is Clearer Than Ever, but Still Doesn’t Add Up - A new synthesis of astronomical measurements confirms a persistent mismatch that could point to physics beyond current models The air throughout our homes is infused with microplastics. But there are things you can do to breathe less of them The disturbing white paper Red Hat is trying to erase from the internet – OSnews The Future of Everything is Lies, I Guess: Annoyances ‘Abhorrent’: the inside story of the Polymarket gamblers betting millions on war Productive procrastination — Max van IJsselmuiden maps, territory and LMs 447 Terabytes per Square Centimetre at Zero Retention Energy: Non-Volatile Memory at the Atomic Scale on Fluorographane Show HN: Pardonned.com – A searchable database of US Pardons 20 Years on AWS and Never Not My Job The Seasons are Wrong Artemis II crew splashes down near San Diego after historic moon mission We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs How a dancer with ALS used brainwaves to perform live On filing the corners off my MacBooks Installing every* Firefox extension OpenClaw’s memory is unreliable, and you don’t know when it will break Steve Blank Nowhere Is Safe Chimpanzees in Uganda locked in vicious 'civil war', say researchers watgo - a WebAssembly Toolkit for Go linux/Documentation/process/coding-assistants.rst at master · torvalds/linux GitHub - callumlocke/json-formatter: Makes JSON easy to read. Founding Product Engineer at Bild AI | Y Combinator A compelling title that is cryptic enough to get you to take action on it GitHub - Keychron/Keychron-Keyboards-Hardware-Design: Industrial design files for Keychron keyboards and mice. 100+ models with CAD assets in STEP, DXF, DWG, and PDF. Source-available, with commercial use allowed for original compatible accessories within the license terms. [ANNOUNCE] WireGuardNT v0.11 and WireGuard for Windows v0.6 Released 1D-Chess Helium Is Hard to Replace Cooperative Vectors Introduction | Evolve Keeping a Postgres queue healthy — PlanetScale Our response to the Axios developer tool compromise Do Americans read print books, e-books or audiobooks more? The Zettelkasten Method in Obsidian: A Practical Setup Guide Artemis II Is Competency Porn and We Are Starving For It WeakC4 Flight Viz — Cockpit View A Mexican surveillance giant you’ve never heard of is now watching the U.S. border Surelock: Deadlock-Free Mutexes for Rust RISC-V 101 – what is it and what does it mean for Canonical? | Ubuntu The Problem That Built an Industry How Much Linear Memory Access Is Enough? | Solidean Investigating Split Locks on x86-64 Simplest hash functions Sybilproof reputation mechanisms (2005) [pdf] What is a property? How Complex is my Code? Static code analysis in Kotlin — tools overview Toffoli gates are all you need PGLite evangelism dcmake: a new CMake debugger UI Clojure on Fennel part one: Persistent Data Structures Fragments: April 2 Python Release Python install manager 26.1 The Life and Death of the Book Review - Liberties Introducing Database Traffic Control — PlanetScale Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8% God sleeps in the minerals Building slogbox Apple Silicon and Virtual Machines: Beating the 2 VM Limit Who was “Not Even Wrong” first? Pokemon Evolution Vs Darwinian Evolution The APL Programming Language Source Code
Why Fears Are Growing Over the Fate of a Key Atlantic Current
2026-05-10 · via Hacker News

Scientists are increasingly worried that a vast system of ocean circulation, which delivers warmth to northern Europe and impacts climate globally, is at risk of collapse. Mounting evidence suggests it may be nearing a tipping point, though the research is far from certain.

As the world careens past our hoped-for target of 1.5 degrees Celsius warming, scientists are growing increasingly alarmed that we may be nearing a dramatic, long-feared “tipping point” — a moment when the main ocean current in the Atlantic Ocean becomes destined to shut down, clamping off the primary source of warmth for northern Europe and playing havoc with the global climate.

Such a scenario has been a concern for many decades, but the issue is now heating up. “I have personally researched this for 35 years,” says Stefan Rahmstorf, a physical oceanographer at the Potsdam Institute for Climate Impact Research in Germany. “For the first 30 years we considered this a low likelihood event — I would have said a 5 percent chance of occurring. It’s more like 50/50 now. I would even say more likely than not.”

The main ocean current in the Atlantic — the Atlantic Meridional Overturning Circulation — is one of the most powerful drivers of heat around the globe. The AMOC is the reason that northern Europe is so temperate, a couple of degrees warmer than it ought to be given its latitude. 

In November, Iceland made the unusual move of designating the risk of an AMOC shutdown a national security threat.

If the AMOC shuts down, its flow slowing to a near halt, the modeled consequences are catastrophic: Europe dries out, affecting agriculture and wildfires; the temperature difference between northern and southern Europe jacks up by a whopping 7 degrees F (4 degrees C), supercharging storms; the vital African and Asian monsoons weaken; and more. An AMOC collapse is also predicted to stir up the Southern Ocean, which could spew out more of its deep carbon into the air, further warming the globe. 

Back in 2021, when the Intergovernmental Panel on Climate Change (IPCC) released its most recent assessment of climate science, experts concluded that the AMOC will “very likely” slow down, but that the current’s future wasn’t likely to involve an abrupt collapse before 2100. But more recently several studies have hinted that researchers have been overcautious. “Two or three high-impact papers have come out since then warning that we’re approaching a tipping point and approaching a collapse,” says physical oceanographer Neil Fraser of the Scottish Association for Marine Science in Oban. One of them, published last month, predicts that the AMOC will slow to half of its current flow by the end of the century.

Crew members aboard a scientific expedition in the North Atlantic recover a moored buoy outfitted with sensors that track temperature, salinity, and the speed of flow. Isabela Le Bras / Scripps Institution of Oceanography

The new worries come from multiple lines of evidence. Researchers have now amassed two decades of solid data on ocean flow, just enough to show a hint of a trend, which suggests the AMOC has begun to slow. To predict the current’s future, researchers turn to models: While there hasn’t been a dramatic improvement in the ability of models to simulate the AMOC, studies focusing on models that best match the real-world data, or that look further into the future, put a pessimistic spin on results. 

The science is still far from certain, with a lot hanging on still-limited data and models that disagree with each other wildly. That leaves many scientists unwilling to bet whether we’re close to a tipping point or not. “I absolutely take seriously the existential threat of an AMOC shutdown, and it’s not outside the realm of possibility in the next century,” says Fraser. “I couldn’t pin it down more than that.”

In October 2024, more than 40 researchers, including Rahmstorf, issued an open letter to the Nordic council of ministers drawing their attention to the “serious risk” of AMOC collapse. Some politicians are sitting up and paying attention. In November 2025, Iceland’s government made the unusual move of designating the risk of an AMOC shutdown a national security threat. “There are some now waking up to the threat,” says Rahmstorf.

The two decades of ocean data that researchers have now amassed is just enough to begin to spot possible trends.

The AMOC is driven by the formation of deep water near Greenland: Cold, salty water sinks for the simple reason that cold water is more dense than warm water, and salty water is more dense than fresh. This sinking pulls surface waters toward northern Europe from the east coast of the Americas and further south, powering a massive global conveyor belt of water that extends all the way down to the southern tip of Africa. But as the north warms thanks to climate change, its waters become less dense and therefore less inclined to sink. The current slows. This pulls less salty water up from Africa, making the water in the north even less dense, and even less inclined to sink. The current slows more. Melting ice from Greenland freshens the waters further, exacerbating the problem. Eventually, this feedback loop shuts the current down.

Something similar has happened before: An AMOC shutdown played havoc with the planet 12,000 years ago, when the end of the last ice age dumped huge amounts of fresh water into the northern ocean. This plunged Europe back into ice-age-like conditions, with Greenland, for example, cooling by a stunning 18 degrees F (10 degrees C). “The effects are amongst the most drastic we have seen in the paleorecord,” says Rahmstorf. “We really don’t want this to happen.”

The AMOC carries warm waters north on the surface of the Atlantic, and cool waters south along the depths. While oceans are warming globally, the North Atlantic is cooling, a sign that the AMOC is weakening. Yale Environment 360 / Adapted from Ruijian Gou

Add enough fresh water, and at some point, researchers expect the system to pass a “tipping point” after which collapse becomes inevitable, though it might still take decades to a century to play out. Once the AMOC collapses, the current doesn’t just spontaneously start up again if planetary warming reverses. Instead, the Atlantic gets locked into a new stable “off” state for centuries.

Researchers have been on the hunt for signs of a slowing or weakening AMOC for a long time, tracking ocean temperatures, pressure, salinity, and the speed of flow. It has been tricky: The ocean’s properties vary so much from year to year that it makes long-term trends hard to spot. 

A consistent dataset from an array of moored buoys looking at the AMOC only dates back as far as 2004 (coincidentally the same year the Hollywood blockbuster “The Day After Tomorrow” threw the North Atlantic current into the spotlight). The two decades’ worth of data that researchers have now amassed is just enough to begin to spot possible trends. It shows plenty of wiggles, including roughly a decade where the current strengthened rather than weakening. “AMOC is much more variable than we had previously realized. There’s lots of ups and downs,” says Fraser.

Climate models that predict a shutdown disagree wildly with each other about when it might happen.

In the subtropics, where the data is firmest,a 2025 paper reported that the AMOC has slowed at an average rate of about 1 Sverdrup per decade (a Sverdrup is the flow of a million cubic meters of water per second). Further north, though, a slowdown isn’t apparent, says Fraser. Researchers aren’t sure if the present slowdown will persist or spread: It’s not clear yet if it’s just a wobble in natural variability, or a symptom of climate change.

One way to check is to look for distinctive “fingerprint” patterns in sea surface temperatures, for which we have a longer record. In 2018, Rahmstorf and others showed that an unusual “cold blob” of water in the North Atlantic is consistent with climate models that feature an AMOC that has slowed from about 20 Sverdrups in 1950 down to around 17 Sverdrups in the 2000s. These fingerprint methods are powerful, says Fraser, but not perfect. “None of this stuff is controversial, but it’s all debated,” he says.

The next, more important questions are how much more the AMOC will slow, and if and when it will hit a tipping point and eventually collapse, reaching a sluggish flow of less than 6 Sverdrups. 

Strength observed along an array of moored sensors in the North Atlantic. Source: RAPID-MOCHA via David Smead / National Oceanography Centre Yale Environment 360

One approach to this question is to look for mathematical signs of tipping. All systems that have two stable states, from economics to the environment, exhibit the same sorts of statistical behaviors when they are close to their tipping point, such as wild swings in the data. Researchers including brother-and-sister team Peter and Susanne Ditlevsen at the Niels Bohr Institute in Copenhagen went hunting for such statistical “early warning signs” of tipping in more than a century of Atlantic sea surface temperatures. In 2023, the Ditlevsens used this method to predict that, if global emissions continue to grow, the AMOC will hit its tipping point between 2037 and 2109. The result corresponds to a slowdown of about 5 Sverdrups per decade, which matches the rate of decline seen over the last several years. Plenty of researchers caution, though, that these statistical methods have a lot of uncertainty. 

A complementary approach is to try to whittle down the best of the climate models. Not all global climate models support the idea that the AMOC is close to a tipping point. Some don’t show a collapse no matter how much fresh water is poured into the north; instead, the flow slows a bit but persists in its “on” state. The ones that do predict a shutdown disagree wildly with each other about how much fresh water is needed to trigger the switch, or when it might happen. 

“Even without a collapse, a weakening of the AMOC could have serious climate impacts,” says a scientist.

Rahmstorf and others argue that these disagreements reveal flaws in the models. First, says Rahmstorf, it’s hard to model the AMOC because it relies on subtle changes in water density, which requires modeling tricky things such as ice melt, precipitation, and clouds. “It’s a tough problem to get this right,” he says. 

On top of that, Rahmstorf contends, there has been a one-way bias in correcting these models. Models that initially showed that an AMOC collapse should have already happened would have been tweaked to fix this obvious error. On the other hand, models that show that an AMOC collapse lies far, far in the future (or never) aren’t flagged for correction. 

Some of the models that show the AMOC recovering from huge amounts of freshwater inflow, says Rahmstorf, just haven’t been run far enough into the future. Last summer, Rahmstorf and colleagues looked specifically at the few models that have been run all the way out to 2300 or later. From this subset, they estimate the chance of an AMOC collapse to be startlingly high: from 25 percent likely under low-emissions scenarios, to 70 percent under high-emissions scenarios, with the collapse happening most often in the early 2200s. “That was quite a shock to me when I saw those results,” says Rahmstorf.

A church near Stykkishólmur, Iceland. If the AMOC shuts down, temperatures in Iceland could plummet. Andia / Universal Images Group via Getty Images

In April, another paper was published with even more worrying numbers. All the IPCC models used in the 2021 report together predict a reduction in AMOC strength by about 30 percent below the preindustrial average by 2100; but when climatologist Valentin Portmann at the University of Bordeaux in France and colleagues constrained the models using real-world Atlantic Ocean temperature and salinity data, the models tightened to show an AMOC weakening of 50 percent by 2100. “Our work says: Warning, the AMOC decline may be stronger than expected,” says Portmann. This study didn’t try to pin down how close this puts us to a tipping point, but Rahmstorf says that a 50 percent decline would “very likely” put us past it. 

There’s a lot left to pin down — including the situation at the other end of the globe. Warming of the South Pole and the melt of Antarctic ice is similarly expected to muddle with the formation of deep waters there, which will also disrupt ocean currents. On the other hand, says Jonathan Baker of the U.K. Met Office, persistent winds around the Antarctic seem to be helping the AMOC to resist collapse. Regardless, everyone agrees: Whether the chances are 5 percent or 50 percent or 70 percent, the serious consequences of an AMOC shutdown means the risk is another, urgent reason to cut our greenhouse gas emissions as quickly as possible.

The IPCC’s estimate that a collapse won’t happen before 2100 could still well hold true. But that isn’t necessarily reassuring. “Even without a collapse, a weakening of the AMOC could have serious climate impacts,” says Baker. And even if a shutdown comes later, in the 2200s or 2300s, says Rahmstorf, the “tipping point” beyond which this becomes inevitable could come very soon, possibly within decades. The future may not be as far away as we think.