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    TUHOKlimaticka zmena / Destroying the Future Is the Most Cost-Effective
    "Given the sheer enormity of climate change, it’s okay to be depressed, to grieve. But please, don’t stay there too long. Join me in pure, unadulterated, righteous anger."

    "I don’t want your hope. I don’t want you to be hopeful. ... I want you to act. Once you start to act, the hope is everywhere."

    "Our best scientists tell us insistently that a calamity is unfolding, that the life-support systems of the Earth are being damaged in ways that threaten our survival. Yet in the face of these facts we carry on as usual."

    Rostouci hladiny oceanu, zmena atmosferickeho proudeni, zmeny v distribuci srazek a sucha. Zmeny karbonoveho, fosforoveho a dusikoveho cyklu, okyselovani oceanu. Jake jsou bezpecnostni rizika a jake potencialni klady dramatickych zmen fungovani zemskeho systemu?
    Ale take jak funguji masove dezinformacni kampane ropneho prumyslu a boj o verejne mineni na prahu noveho klimatickeho rezimu post-holocenu.

    rozbalit záhlaví
    TADEAS
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    https://edition.cnn.com/2026/05/30/climate/hunga-tonga-volcano-eruption-methane

    A volcano that erupted in the South Pacific in 2022 destroyed some of its own methane emissions, and scientists now think the chemistry behind it could become a new tool against one of the most potent planet-heating gases.

    The Hunga Tonga-Hunga Ha'apai eruption on 15 January 2022 was one of the most violent of modern times, hundreds of times more powerful than the Hiroshima bomb, with a sonic boom that circled the planet twice. New research published in Nature Communications found that it also cleaned up after itself.

    Studying satellite data, scientists spotted a huge cloud of formaldehyde, a gas that forms when methane is broken down. "We found a huge cloud of formaldehyde that should normally not be there", said study author Maarten van Herpen. They tracked it for 10 days, and since formaldehyde lasts only a few hours, the methane destruction must have continued for over a week.

    The eruption blasted enough salty water vapour into the stratosphere to fill around 58,000 Olympic-size swimming pools. Sunlight hitting that salty mixture appears to have produced chlorine, which reacted with methane and broke it down, the same process previously observed when Saharan dust blows over the Atlantic. The team estimates the eruption produced around 330,000 tons of methane, of which roughly 900 tons were destroyed each day.

    Why it matters: methane is about 80 times more effective at trapping heat than carbon dioxide over 20 years and accounts for roughly a third of global warming. Because it is short-lived, cutting it could slow warming relatively quickly. The findings raise the possibility of injecting iron-based particles into the air over the ocean to mimic the effect.

    Independent scientists are cautious. Pete Edwards of the University of York called the results interesting but "very difficult" to confirm, warning of "potential unintended consequences on climate, air pollution and ecosystem health". Emily Dowd of the University of Leeds said the chemistry still needs thorough testing in atmospheric models before anyone counts on it.
    TADEAS
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    PAN_SPRCHA:

    Trump posted that the UN just admitted climate change projections were “WRONG! WRONG! WRONG!” and declared victory over what he called 15 years of Democratic fearmongering. He has no idea what he’s talking about. Scientists who build climate models recently retired their most extreme worst-case scenario (called RCP8.5) because it assumed coal use would explode and no clean energy policies would ever be enacted. Turns out renewable energy got cheap fast and some countries actually did act. So the absolute doomsday end of the projection range got updated. The new projections still show roughly 3 degrees Celsius of warming by 2100.

    Trump posted that the UN just... - Alt National Park Service
    https://www.facebook.com/share/p/1DWvf2WbKx/
    TADEAS
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    50+ years of World Models: Collapse, Collapse, Collapse
    https://senecaeffect.substack.com/p/50-years-of-world-models-collapse
    ROGER_WILCO
    ROGER_WILCO --- ---
    Models are highly confident on a Blue Ocean Event this summer.
    Reddit - The heart of the internet
    https://www.reddit.com/r/collapse/comments/1rl7z9m/models_are_highly_confident_on_a_blue_ocean_event/
    TADEAS
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    Flooded Futures: Understanding the Rising Threats and How We Prepare | Stefan Rahmstorf
    https://www.youtube.com/watch?v=wtd8ZFWIFMA


    Flooding has shaped human settlement for millennia—but the scale, speed and complexity of flood risk in the 21st century are unprecedented. In this opening keynote at the Holcim Foundation Forum 2025, climate scientist Stefan Rahmstorf sets the scientific foundation for the Forum, outlining why flood risk is accelerating globally and why urgent, coordinated action is now unavoidable.

    Rahmstorf presents the full spectrum of flooding—from coastal, riverine and pluvial flooding to groundwater and compound flood events—showing how multiple hazards increasingly coincide to create extreme impacts. Drawing on the latest climate science, he explains how rising sea levels, intensifying storms and shifting precipitation patterns are being amplified by urbanisation, land-use change and ageing infrastructure designed for past conditions.

    A central focus of the talk is time. Rahmstorf challenges the audience to consider what we are planning for—and over what horizons—by examining projections for 2050 and 2100, the limits and strengths of flood models, and the growing role of real-time data, AI-driven analysis and historical records in improving preparedness.

    The keynote also addresses the wider societal consequences of flooding, including cascading infrastructure failures, economic exposure, climate migration and the question of who ultimately pays for precautionary measures. Closing the talk, Rahmstorf frames the critical questions that will guide the Forum discussions, positioning the Retreat – Resist – Respond framework as essential for navigating an era of accelerating climate risk.
    TADEAS
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    Governments must fix ‘faulty radar’ in economic climate models as storm approaches, scientists warn - Carbon Tracker Initiative
    https://carbontracker.org/governments-must-fix-faulty-radar-in-economic-climate-models-as-storm-approaches-scientists-warn/

    Flawed economic models mean climate crisis could crash global economy, experts warn | Green economy | The Guardian
    https://www.theguardian.com/environment/2026/feb/05/flawed-economic-models-mean-climate-crisis-could-crash-global-economy-experts-warn



    This report by the Carbon Tracker Initiative and the University of Exeter makes clear that the economic modeling currently employed by many governments, regulators, and financial managers greatly underestimates the potential impacts of climate change. What this means is that we are speeding towards Armageddon while wearing rose-tinted glasses.

    - - - - - - - - - -

    "Flawed economic models mean the accelerating impact of the climate crisis could lead to a global financial crash, experts warn.

    Recovery would be far harder than after the 2008 financial crash, they said, as “we can’t bail out the Earth like we did the banks”.

    As the world speeds towards 2C of global heating, the risks of extreme weather disasters and climate tipping points are increasing fast. But current economic models used by governments and financial institutions entirely miss such shocks, the researchers said, instead forecasting that steady economic growth will be slowed only by gradually rising average temperatures. This is because the models assume the future will behave like the past, despite the burning of fossil fuels pushing the climate system into uncharted territory.

    Tipping points, such as the collapse of critical Atlantic currents or the Greenland ice sheet, would have global consequences for society. Some are thought to be at, or very close to, their tipping points but the timing is difficult to predict. Combined extreme weather disasters could wipe out national economies, the researchers, from the University of Exeter and financial thinktank Carbon Tracker Initiative, said.

    Their report concludes governments, regulators and financial managers must pay far more attention to these high impact but lower likelihood risks, because avoiding irreversible outcomes by cutting carbon emissions is far cheaper than trying to cope with them.

    “We’re not dealing with manageable economic adjustments,” said Dr Jesse Abrams, at the University of Exeter. “The climate scientists we surveyed were unambiguous: current economic models can’t capture what matters most – the cascading failures and compounding shocks that define climate risk in a warmer world – and could undermine the very foundations of economic growth.”

    “For financial institutions and policymakers, it’s a fundamental misreading of the risks we face,” he said. “We are thinking about something like a 2008 [crash], but one we can’t recover from as well. Once we have ecosystem breakdown or climate breakdown, we can’t bail out the Earth like we did the banks.”

    Mark Campanale, CEO of Carbon Tracker, said: “The net result of flawed economic advice is widespread complacency amongst investors and policymakers. There’s a tendency in certain government departments to trivialise the impacts of climate on the economy so as to avoid making difficult choices today. This is a big problem – the consequences of delay are catastrophic.”

    Hetal Patel, at Phoenix Group, which manages about £300bn of long-term investments for its customers, said: “Underestimating physical risk doesn’t just distort investment decisions, it underplays the real‑world consequences that will ultimately affect society as a whole.”

    Actuaries predicted in 2025 that the global economy could face a 50% loss in GDP between 2070 and 2090 from catastrophic climate shocks, far higher than previously estimated.

    The new report drew on expert judgments from 68 climate scientists from research institutions and government agencies in the UK, US, China and nine other countries. A key finding was that while economic modelling traditionally links climate damages to changes in average temperatures, societies and markets suffer most from extremes, such as heatwaves, floods and droughts.

    Another finding was that GDP can mask the full cost of climate damage by failing to account for deaths and ill health, social disruption and degraded ecosystems. GDP can actually increase after disasters owing to spending on recovery, the researchers added.

    They said that rather than waiting for perfect models of risk, greater emphasis should be placed on extremes, not just central estimates, and on the vulnerability of the entire financial system. Investors should also speed up the move away from fossil fuels as a fiduciary duty to avoid large future losses, said Campanale.

    Current economic models can give estimates of losses that look precise but which the scientists said were wildly optimistic. “Some are saying we’ll have a 10% GDP loss at between 3C and 4C degrees [of global heating], but the physical climate scientists are saying the economy and society will cease to function as we know it. That’s a big mismatch,” Abrams said.

    Laurie Laybourn, at the Strategic Climate Risks Initiative, said: “We are currently living through a paradigm shift in the speed, scale and severity of risks driven by the climate-nature crisis. Yet many regulations and government actions are dangerously out of touch with reality.” - Damian Carrington
    TADEAS
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    TADEAS:




    Europe drove decarbonization of power supply but did not drive electrification. They're on the top left-hand side above the Americans, but not on the top right-hand side where the Chinese are to be found.

    - The Germans and Italians shut down nuclear as an essential part of their politics of green modernization, but they agonizingly extended the protection for the coal sectors.
    - They created a market for power supply through feed-in tariffs, then surrendered that market to the Chinese, and then slapped on protectionism anyway.
    - They introduced the carbon pricing mechanism but took almost fifteen years to make it work. It now does work—carbon prices in Europe are at very significant levels, sometimes above one hundred euros per ton—but they were unprepared for the shock of delivering that particular price signal.
    - Rather than focusing on new energy models, European politics and interest groups converged on the diesel, and the European car industry was milked as a source of dividends for its oligarchic investors. And they now complain about Chinese competition and demand protectionism.
    - The Europeans were clearly at odds with both Russia and the US, and yet did nothing to develop strategic autonomy with regard to either of them.






    On the left-hand side, the ramp-up you see: the formation period of this new synthesis of green governance in Europe through to the maximum level of investment in 2011 at $131 billion. And then you see, in the wake of the Eurozone crisis—which of course dramatically affected southern Europe, where unsurprisingly the investment in solar was particularly dramatic—as that crisis hits under the sign of austerity, the European push collapses. And this is the moment of China's overtaking.
    SHEFIK
    SHEFIK --- ---
    CO2 can stimulate plant growth, but only when enough nitrogen is available—and that key ingredient has been seriously miscalculated. A new study finds that natural nitrogen fixation has been overestimated by about 50 percent in major climate models. This means the climate-cooling benefits of plant growth under high CO2 are smaller than expected. The result: a reduced buffer against climate change and more uncertainty in future projections.

    Plants can’t absorb as much CO2 as climate models predicted | ScienceDaily
    https://www.sciencedaily.com/releases/2026/01/260104202809.htm
    TADEAS
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    With the Atlantic hurricane season nearly over, a new champion has emerged in predicting both track and intensity of hurricanes: Google DeepMind.

    "DeepMind outpaced even the gold-standard corrected consensus models as well as the National Hurricane Center’s official track forecasts this year.

    The hurricane-specific model was introduced back in June and is trained on historical global weather data as well as information from global tropical cyclone records over the past 45 years.

    The beauty of DeepMind and other similar data-driven, AI-based weather models is how much more quickly they produce a forecast compared to their traditional physics-based counterparts that require some of the most expensive and advanced supercomputers in the world. Beyond that, these “smart” models with their neural network architectures have the ability to learn from their mistakes and correct on-the-fly."

    This Hurricane Season, Two Forecast Models Stand Out, but for Very Different Reasons
    https://michaelrlowry.substack.com/p/this-hurricane-season-two-forecast
    TUHO
    TUHO --- ---
    TUHO: btw

    Praci Travise a Ranu muzete najit treba v prestiznich casacich z Nature Portfolio
    Tady detekovaly mizinformace v nekolika milionech tweetu

    Hierarchical machine learning models can identify stimuli of climate change misinformation on social media | Communications Earth & Environment
    https://www.nature.com/articles/s43247-024-01573-7

    Tady zase detekovaly u think tanku financovanych fosilnim prumyslem

    Computer-assisted classification of contrarian claims about climate change | Scientific Reports
    https://www.nature.com/articles/s41598-021-01714-4
    TUHO
    TUHO --- ---
    Nejaky starsi opacko

    27 -- The evidence for climate change WITHOUT computer models or the IPCC
    https://www.youtube.com/watch?v=OJ6Z04VJDco
    TUHO
    TUHO --- ---
    TUHO: A k tehle knizce ma i pekne stranky koukam

    Global Warming: Understanding the Forecast, a textbook for non-science major undergraduates, Blackwell-Wiley, 2006 with Second Edition 2011. The book is supplemented with a web page of =on-line interactive models which provide the basis for exercises in the book.

    Climate and Carbon Cycle Models
    https://climatemodels.uchicago.edu/
    CHOSIE
    CHOSIE --- ---
    https://www.nature.com/articles/s43247-024-01799-5
    Polar ice sheets (Greenland and West Antarctic ice sheets) are most decisive for tipping likelihoods and cascading effects within our model. At a global warming level of 1.5  °C, neglecting the polar ice sheets can alter the expected number of tipped elements by more than a factor of 2. This is concerning as overshooting 1.5  °C of global warming is becoming inevitable, while current state-of-the-art IPCC-type models do not (yet) include dynamic ice sheets.
    YMLADRIS
    YMLADRIS --- ---
    Pardon za délku, líbilo se mi na redditu, ještě jsem výrazně zkrátila :)

    hyperobjects are a concept introduced by philosopher timothy morton to describe things so vast in scale, duration, or interconnectedness, existing through such vast expanses of space *and* time that they transcend the biological capabilities of human perception and comprehension. they are objects or phenomena that we interact with but cannot fully grasp due to their inherent complexity and distributed nature. hyperobjects include things like climate change, radioactive materials, global capitalism, or even the internet.

    hyperobjects exist on such expansive spatial and temporal scales that they are quite literally everywhere and nowhere all at once. for example, you can experience the effects of climate change (like extreme weather), but you can never point to a single, tangible "climate change" because it is dispersed across the entire globe and throughout time. hyperobjects persist over timeframes that dwarf human lifespans. radioactive waste and climate change remain dangerous for thousand of years, potentially outlasting human civilization.

    hyperobjects stick to you and are inescapable. you might try to avoid thinking about a hyperobject, but its presence infiltrates daily life like the slow creep of rising sea levels or the omnipresence microplastics in the air you breathe, the water you drink, and the soil your food is grown in.

    hyperobjects exist not in isolation but in constant interaction with other objects and systems. for instance, the carbon cycle connects human industry, ecosystems, and atmospheric chemistry in ways that cannot be disentangled. hyperobjects are real, but they don’t appear fully at once. you can only perceive fragments of them through their effects (melting glaciers or sulfur dioxide in maritime shipping fuel) and through the models used to understand them (e.g., CMIP6).

    hyperobjects push beyond what is called humanity’s epistemic horizon, the boundary of what we can conceptually process. they are too vast in both space and time, existing beyond the direct experience of one human lifespan. the geological timescales of climate change make it challenging to fully perceive its urgency or consequences. the causes and effects of hyperobjects are enmeshed in complex systems, making them harder to discern. global warming involves atmospheric chemistry, ocean currents, human behavior, economic systems and things we aren't even aware of. all of which often manifests indirectly, requiring abstract models, simulations, and data interpretation over time for us to engage with them meaningfully.

    this sheer scale and complexity often leads to psychological overwhelm or cognitive dissonance, resulting in denial or inaction. humans often approach hyperobjects by breaking them into smaller, more manageable parts like focusing on reducing personal carbon footprints rather than addressing systemic industrial ecocide. even just recognizing a hyperobject requires collective action, interdisciplinary research, and systems-level thinking, again, over time. meaningfully addressing climate change would necessitate coordination between nations, localities, municipalities, industries, and individuals.

    art, literature, and philosophy are further ways humans historically seem to engage with hyperobjects. perhaps the abstract, individual, hyperobject-like elements of art itself help to make hyperobjects themselves more relatable and comprehensible, even if only metaphorically. art can influence individuals as well as entire cultures.

    COVID-19, UAPs (unidentified aerial phenomena also known as ''the phenomena''), and AI all exhibit hyperobject-like characteristics. Also consciousness.
    YMLADRIS
    YMLADRIS --- ---
    nekdo random na redditu se snazi rozebrat dynamiku mezi ruznymi klimatology

    SS: We Study Climate Change. We Can’t Explain What We’re Seeing. - Gavin Schmidt (Head of GISS) and Zeke Hausfather (Berkeley Earth)

    This "opinion" piece in today's NYT is basically a position statement from the Moderate faction in Climate Science. Schmidt and Hausfather are the "serious science" voices in that faction. As opposed to people like Michael Mann who pushes "hopium" and has stated that he views "doomism" as a "mental illness".

    It's significant both for what it says and for what it doesn't say.

    What it says that's important:

    "The earth has been exceptionally warm of late, with every month from June 2023 until this past September breaking records."

    "It has been considerably hotter even than climate scientists expected."

    "Average temperatures during the past 12 months have also been above the goal set by the Paris climate agreement: to keep global warming below 1.5 degrees Celsius over preindustrial levels."

    -translation: We are now above +1.5°C, WAY sooner than the Moderates thought it was going to happen.

    "the unusual jump in global temperatures starting in mid-2023 appears to be higher than our models predicted (even as they generally remain within the expected range)."

    -translation: The temperatures are GENERALLY within "the expected range" of the Moderate General Climate Models BUT at the HIGH END of the models. Meaning "Climate Sensitivity" to 2XCO2 is probably higher than they thought.

    "While there have been many partial hypotheses — new low-sulfur fuel standards for marine shipping, a volcanic eruption in 2022, lower Chinese aerosol emissions and El Niño perhaps behaving differently than in the recent past."

    -translation: 4 years ago we COMPLETELY ignored James Hansen when he predicted up to +0.6°C of warming from the change in marine diesel. Zeke estimated only +0.06°C of warming would result from that change. We would rather DIE than admit Hansen was right, but NOTHING ELSE explains what's happened.

    "we remain far from a consensus explanation even more than a year after we first noticed the anomalies. And that makes us uneasy."

    -translation: We don't know what's going on and we're scared.

    "Why is it taking so long for climate scientists to grapple with these questions?"

    -translation: The theories and models of the Moderates aren't working is why BUT they cannot admit that the Alarmists might have been right all along. So now, they are spending a LOT of time trying out EVERY OTHER possible explanation.

    "It turns out that we do not have systems in place to explore the significance of shorter-term phenomena in the climate in anything approaching real time. But we need them badly. It’s now time for government science agencies to provide more timely updates in response to the rapid changes in the climate."

    -translation: We need MORE MONEY to build out a better climate monitoring system.

    Which is what the rest of the piece is a plea for.

    The graphs are interesting and give a good idea of just how much 2023 and 2024 have been OFF THE CHARTS bad.

    clanek zde https://www.nytimes.com/2024/11/13/opinion/climate-change-heat-planet.html?unlocked_article_code=1.aU4.yUZL.WUVZeJCH6AiT&smid=re-share
    TUHO
    TUHO --- ---
    Trees and land absorbed almost no CO2 last year. Is nature’s carbon sink failing?
    The sudden collapse of carbon sinks was not factored into climate models – and could rapidly accelerate global heating

    It begins each day at nightfall. As the light disappears, billions of zooplankton, crustaceans and other marine organisms rise to the ocean surface to feed on microscopic algae, returning to the depths at sunrise. The waste from this frenzy – Earth’s largest migration of creatures – sinks to the ocean floor, removing millions of tonnes of carbon from the atmosphere each year.

    This activity is one of thousands of natural processes that regulate the Earth’s climate. Together, the planet’s oceans, forests, soils and other natural carbon sinks absorb about half of all human emissions.

    But as the Earth heats up, scientists are increasingly concerned that those crucial processes are breaking down.

    Trees and land absorbed almost no CO2 last year. Is nature’s carbon sink failing? | Oceans | The Guardian
    https://www.theguardian.com/environment/2024/oct/14/nature-carbon-sink-collapse-global-heating-models-emissions-targets-evidence-aoe?CMP=twt_a-environment_b-gdneco
    TADEAS
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    ‘Oh my God, what is that?’: how the maelstrom under Greenland’s glaciers could slow future sea level rise | Glaciers | The Guardian
    https://www.theguardian.com/environment/article/2024/sep/06/how-the-maelstrom-under-greenlands-glaciers-could-slow-future-sea-level-rise

    current models do not take account of a big possible factor: the huge mounds of ground rock that some glaciers pile up in front of them, blocking their paths and insulating them from ever hotter oceans. These could function as “speed bumps”, effectively slowing the impact of global heating. But the role this plays is unknown because researchers had never been able to scrutinise the hellish zone where mighty glaciers, rock and ocean meet.

    TERMINUS: Studying Greenland’s Underwater Glacial Walls
    https://ig.utexas.edu/terminus-studying-greenlands-underwater-glacial-walls/
    MARSHUS
    MARSHUS --- ---
    MARSHUS: You know the #Atlantic is truly broken when models are forming tropical cyclones over the Sahara desert rather than the ocean.

    Cant remember if I've ever seen solutions like this before. Remarkable!

    #Tropics #HurricaneSeason

    x.com
    https://x.com/weatherman_aaa/status/1831454132445835341?s=19
    YMLADRIS
    YMLADRIS --- ---
    MATT: na té matematice je halucinovani dobře vidět, takže se dělají různe pokusy jak to vyřešit. Nevím zda to principiálně jde v tom llm principu ("odhadnu další token"), nebo tuhle Číňani to řeší jinak



    Chinese open weights model easily surpasses all previous models, both closed and open, at MATH https://qwenlm.github.io/blog/qwen2-math/
    YMLADRIS
    YMLADRIS --- ---
    Hybrid AI supercharges climate models

    A machine-learning tool slashes the computing power needed to predict future climate and could help us be better prepared for extreme weather events. The tool, co-developed by Google, combines AI machine learning with conventional weather forecasting. It opens the door for faster forecasting that is less energy-intensive than existing tools, and better at predicting long-term forecasts than purely AI-based approaches. “The issue with pure machine-learning approaches is that you’re only ever training it on data it’s already seen,” says AI researcher Scott Hosking. “The climate is continuously changing, we’re going into the unknown, so our machine-learning models have to extrapolate into that unknown future.”

    Google AI predicts long-term climate trends and weather — in minutes
    https://www.nature.com/articles/d41586-024-02391-9
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