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Carbon Brief handpicks and explains the most important climate and energy stories from China over the past fortnight. Subscribe for free here.
Key developments
China to achieve emission peak, carbon neutrality ‘ahead of its deadline’
ENERGY OPTIMISM: China’s post-Covid economic “situation” has led to “growing optimism” among energy experts that the country could peak carbon emissions earlier than its deadline of 2030, said the South China Morning Post, citing the second China Climate Transition Outlook survey by the Centre for Research on Energy and Clean Air (CREA) and the International Society for Energy Transition Studies. More than 70% of experts in the survey believe that China can achieve its goal of peak carbon emissions before 2030, while just over a fifth believe China could peak emissions before 2025, compared with 15% in the 2022 survey, reported the state-run newspaper China Daily. It also mentioned that experts had “mixed views” on when the country would witness a peak in coal consumption. Economic news outlet Jiemian quoted Shen Xinyi, a policy analyst with CREA, saying that coal power plants in China were seeing a “boom” because of power shortages in the past two years and the government needs to guide existing coal power plants to improve their operational flexibility. (See Carbon Brief’s newly published in-depth profile of China, which covers a wide range of topics including: climate laws; policies for fossil fuels, renewables, hydro and nuclear; transport; agriculture and forests; plus climate impacts and adaptation.)
EARLY NEUTRALITY: China’s target of net-zero by 2060 is “likely to be achieved” a decade earlier than previously assumed, wrote Ambrose Evans-Pritchard, world economy editor of the UK’s Daily Telegraph. He quoted Lauri Myllyvirta, co-founder, CREA, saying that the roll-out of renewables is outpacing the rise in electricity demand in China and there will be a fall in total carbon dioxide emitted in the first half of next year. (The piece draws heavily on Myllyvirta’s recent analysis for Carbon Brief.) Evans-Pritchard said that China approving two new coal plants a week does not mean what many in the West think it means. China is adding one gigawatt (GW) of coal power, on average, as back-up for every six GW of new renewable power, he said: “The two go hand in hand.” Although president Xi Jinping “was never going to let climate worries alone hold back China’s rise”, he concluded, the alignment of Xi’s personal interest in environmental policy with China’s strength in “clean-tech” industries drove China’s commitment to peaking carbon emissions, which will be “a watershed moment for global geopolitics, and for humanity”.
More signals emerge around CCER restart
CCER RESTART: Energy news outlet IN-EN.com reported that Lai Xiaoming, chairman of the Shanghai Environmental Energy Exchange, remarked in a speech that the China Certified Emissions Reduction (CCER) voluntary carbon market scheme will restart “soon”. According to the outlet, he added that the new CCERs will “follow the three principles of authenticity, uniqueness and additionality”. Earlier this month, the central government released the trial registration rules and the project design and implementation guidelines for CCERs, two key documents that could signal the imminent resumption of trading, energy news outlet BJX News said. The central government continues to back the Beijing Green Exchange as a key administrative body in the carbon market, calling for the ministry of commerce and Beijing municipal government to support it in “build[ing] a national unified greenhouse gas voluntary emission reduction trading centre”, another BJX News piece reported.
CBAM PREPARATION: As China continues to eye the impact of the EU’s carbon border adjustment mechanism (CBAM), it has pledged to establish carbon-footprint accounting rules and standards for 50 key products by 2025, finance newswire Wall Street CN reported. This will be expanded to 200 products by 2030, it added. Regulators will “initially focus on developing standards for cement, iron and steel, aluminium and fertilisers” in order to meet CBAM requirements, analysis by consulting firm Trivium China explained. “China-EU trade will be substantially affected” by CBAM, a representative of the National Energy Group wrote for BJX News. As far as China is concerned, he argued, “the introduction of the EU carbon tariff system will directly affect the ability of Chinese companies to make profits, survive and develop, and also have a substantial impact on China’s import and export trade and production structures”. Days before the opening of the COP28 climate talks in Dubai, UAE, the BASIC group of countries, including China, tabled a request to put “unilateral trade measures” – such as the CBAM – on the official agenda. Carbon Brief understands this and other additions to the agenda will not be officially adopted, but will be taken up elsewhere.
OFFSET CONTROVERSY: A new report by Greenpeace revealed that 85% of all “carbon-neutral LNG [liquified natural gas]” cargoes have been sold to buyers in Asia. There are concerns around the transparency of the forestry offsets used to certify “carbon neutral” LNG, Greenpeace added, especially in terms of “impermanence, baseline, additionality and double-counting”. In a statement, Greenpeace East Asia project leader Li Jiatong said “carbon offsets are a smoke screen to obscure their continued, redoubled carbon emissions. And China is emerging as a major marketplace for such credits.”
Xi: Sustainable development is ‘golden key’ to tackle climate change
‘GOLDEN KEY’: Chinese president Xi Jinping said “sustainable development” is the “golden key” to fixing current global problems on 16 November, during the APEC meeting in San Francisco, the state news agency Xinhua reported. Xi proposed accelerated implementation of the UN 2030 agenda for sustainable development, joint multilateral action to “promote carbon reduction, pollution reduction, green expansion and growth in a coordinated manner” and building global synergy to address climate change, the news agency added. A separate Xinhua article published a speech delivered by Xi shortly before the summit, in which he said “construction of an ecological civilisation requires skilful navigation of various key relationships”, including the balance between “development and protection”. His speech also stressed China’s commitment to its “dual carbon” goals are “unwavering”, but the path and pace of achieving them must be determined by China alone.
CORRECT UNDERSTANDING: Elsewhere, the Communist party-affiliated newspaper People’s Daily published a commentary by “Zhongsheng” – a collective pseudonym that signals the approval of top party leadership – saying that, during the Xi-Biden meeting, Xi highlighted that “it is in the interests of both countries and the expectation of the international community that China-US relations should stabilise and improve”, but that “suppressing China’s science and technology means curbing China’s high-quality development and depriving the Chinese people of their right to development, which China will never agree to and will never succeed”.
Spotlight
What China climate experts expect at COP28
At the opening of the China pavilion at COP28, ministry of ecology and environment head Huang Runqiu said he hopes that COP28 will “fully respond to the demands of developing countries”, while climate envoy Xie Zhenhua said that China is “ready to continue to work with all parties to…send a positive signal…in this crucial decade”.
With a “vanishingly small” remaining carbon budget meaning there is only a “14% chance” of keeping global warming below 1.5C under current pledges, there are high expectations and many unanswered questions as COP28 opens. Chief among these are what the outcomes of the global stocktake will be, who will contribute to the loss and damage fund and what language around fossil fuels will look like.
At COP27, China was seen as engaged and “genial” in public forums, but “stuck to its familiar positions” in formal negotiations. This year, the recent US-China climate agreement may create greater space for a global consensus at COP, but, in many cases, the two superpowers may be on “opposite sides of the negotiating table”.
As delegates flood into Dubai for the conference, Carbon Brief asks leading experts what they expect from COP – and what China’s role will be. Their responses have been edited for clarity and length.
Li Shuo, director of the China Climate Hub at the Asia Society Policy Institute:
China will be under the spotlight at COP28, as in previous COPs. The meeting’s main tasks – the first global stocktake, a robust energy transition package including the need to move away from fossil fuel and support to vulnerable countries for their losses and damages – all require active Chinese contribution.
The recent stabilisation of the US-China relationship provides necessary, but insufficient, conditions for success at COP28. Dubai remains a test on China’s climate appetite in light of its domestic and international challenges. Political signals from COP28 will also play a critical role for China’s domestic climate agenda and will shape Beijing’s decisions in 2024 on a number of key issues including its 2035 NDC (nationally determined contribution, or climate pledge), its role in providing financial support to the global south and its direction on coal consumption.
Lauri Myllyvirta, lead analyst at the Centre for Research on Energy and Clean Air:
The potentially most impactful agreement that could come from COP28 is a target to triple renewable energy capacity globally from 2022 to 2030, which would put the power sector on track to the emission reductions required to meet the goals of the Paris Agreement. This is a target that China should be able to support and even agree to contribute to financing…China has supported the creation of the loss and damage fund and even said it would be willing to contribute on a voluntary basis.
It’s unlikely that China would commit to any specific targets for 2035 right now, but at least an indication that there will be an absolute emission reduction target for 2035 would be a step forward. So far, China has refused to set absolute emission targets, sticking with CO2 intensity targets that are designed to allow emissions to rise.
Symbolically, agreeing to “phase down” or “phase out” unabated fossil fuels could be an important outcome. China already accepted the language to “phase down” coal at Glasgow in 2021 and, given that oil and gas are less important for China than coal, agreeing on the same language on all fossil fuels should not be too hard. However, a phase-out, especially with a deadline such as 2050, might be more than China’s leaders are willing to agree on.
Bernice Lee, Hoffmann distinguished fellow for sustainability at Chatham House:
First of all, China does not want to be blamed as a blocker of multilateral progress, a lesson it has learned from Copenhagen [in 2009]. Second, it will likely emphasise its achievements in renewable energy and electric vehicle production, investments and deployment, as well as its role in cost reduction of these much-needed products in a low-carbon economy. In general, [China will place] an emphasis on implementation of current goals rather than [further] target-setting. It will also likely join forces with poor countries in asking developed economies to deliver the billions needed for climate finance.
Dr Fang Li, China country director at the World Resources Institute:
Alarm bells are ringing, as the window to secure a livable future is rapidly closing. Countries, cities, businesses and financial institutions must urgently get on a new path, transitioning away from systems that exploit people and nature toward those where people’s essential needs are met, land is managed sustainably and emissions are sharply reduced.
COP28 is not just about carbon, it is also about nature, about livelihood, etc. Solutions are not solely based in specific countries or regions. We hope COP28 can be a place that motivates and accelerates more inspiring, ambitious and practical collaborations. As one of the biggest emitters, China is also trying to be one of the biggest contributors to the sustainable future. We’ve observed many positive actions and signals, including on reducing non-CO2 emissions, accelerating food sustainable transition, engaging more resources from private sectors, greening global value chain, strengthening climate actions at subnational levels, etc. We hope to see further discussions and actions from China and other parties during and after the conference.
Watch, read, listen
CLIMATE POLITICS: Prof Brian Wong and Kevin Zongzhe Li argued in China-US Focus that the US and China must consider ASEAN as a partner in developing climate policy and not as “just another battleground”.
FROM THE ROOFTOPS: An article in Nature explored the development of distributed solar in China, which is allowing the government to “vigorously develop renewable energy”.
COP28 CHATTER: The Oxford Institute for Energy Studies discussed the key themes that will dominate conversations at COP28 and China’s position on many of these issues.
REUSING WASTE: The South China Morning Post reported how one company is turning leftover hotpot oil in the city of Chengdu – which can total 150,000 tonnes annually – into jet fuel.
New science
Public discourses and government interventions behind China’s ambitious carbon neutrality goal
Nature Communications Earth & Environment
A new study examines the public discourses around China’s climate goals of peaking carbon emissions by 2030 and achieving carbon neutrality by 2060, and how they might have been influenced by the Chinese government. Through analysis of approximately one million microblogs from China, the researchers find seven types of climate discourses emerging, including scientific, moral, economic, co-benefit, energy security, political and global frames. They also reveal that there is generally a high level of support towards China’s carbon neutrality goal.
Assessing the effectiveness of emissions trading schemes: evidence from China
Climate Policy
New analysis explored the effect of low carbon prices in China’s emissions trading system (ETS) on the country’s ability to reduce carbon dioxide (CO2) emissions, while maintaining economic growth. The results indicate that an increase of $1 in the carbon price would reduce CO2 emissions by 1.69% and increase per-capita GDP by $286. The study found that these benefits were brought about by technological innovation, foreign direct investment and improvements to the energy mix and industrial structure. Carbon leakage to neighbouring regions was not evident, it added.
Storyline attribution of human influence on a record-breaking spatially compounding flood-heat event
Science Advances
New research conducted a storyline attribution analysis to discover possible causes of the 2020 record-breaking spatially compounding flood-heat event in China. The researchers found that there could be a further intensification of compound events by the end of this century, with moderate emissions making the rainfall totals approximately 14% larger and the season approximately 2.1C warmer in south China compared to 2020.
China Briefing is compiled by Anika Patel and edited by Wanyuan Song and Simon Evans. Please send tips and feedback to china@carbonbrief.org.
The post China Briefing 30 November: China at COP28; Xi’s ‘unwavering’ climate commitment; Voluntary carbon market restart appeared first on Carbon Brief.
Climate Change
The 2026 budget test: Will Australia break free from fossil fuels?
In 2026, the dangers of fossil fuel dependence have been laid bare like never before. The illegal invasion of Iran has brought pain and destruction to millions across the Middle East and triggered a global energy crisis impacting us all. Communities in the Pacific have been hit especially hard by rising fuel prices, and Australians have seen their cost-of-living woes deepen.
Such moments of crisis and upheaval can lead to positive transformation. But only when leaders act with courage and foresight.
There is no clearer statement of a government’s plans and priorities for the nation than its budget — how it plans to raise money, and what services, communities, and industries it will invest in.
As we count down the days to the 2026-27 Federal Budget, will the Albanese Government deliver a budget for our times? One that starts breaking the shackles of fossil fuels, accelerates the shift to clean energy, protects nature, and sees us work together with other countries towards a safer future for all? Or one that doubles down on coal and gas, locks in more climate chaos, and keeps us beholden to the whims of tyrants and billionaires.
Here’s what we think the moment demands, and what we’ll be looking out for when Treasurer Jim Chalmers steps up to the dispatch box on 12 May.
1. Stop fuelling the fire
2. Make big polluters pay
3. Support everyone to be part of the solution
4. Build the industries of the future
5. Build community resilience
6. Be a better neighbour
7. Protect nature
1. Stop fuelling the fire

In mid-April, Pacific governments and civil society met to redouble their efforts towards a Fossil Fuel Free Pacific. Moving beyond coal, oil and gas is fundamental to limiting warming to 1.5°C — a survival line for vulnerable communities and ecosystems. And as our Head of Pacific, Shiva Gounden, explained, it is “also a path of liberation that frees us from expensive, extractive and polluting fossil fuel imports and uplifts our communities”.
Pacific countries are at the forefront of growing global momentum towards a just transition away from fossil fuels, and it is way past time for Australia to get with the program. It is no longer a question of whether fossil fuel extraction will end, but whether that end will be appropriately managed and see communities supported through the transition, or whether it will be chaotic and disruptive.
So will this budget support the transition away from fossil fuels, or will it continue to prop up coal and gas?
When it comes to sensible moves the government can make right now, one stands out as a genuine low hanging fruit. Mining companies get a full rebate of the excise (or tax) that the rest of us pay on diesel fuel. This lowers their operating costs and acts as a large, ongoing subsidy on fossil fuel production — to the tune of $11 billion a year!
Greenpeace has long called for coal and gas companies to be removed from this outdated scheme, and for the billions in savings to be used to support the clean energy transition and to assist communities with adapting to the impacts of climate change. Will we see the government finally make this long overdue change, or will it once again cave to the fossil fuel lobby?
2. Make big polluters pay

While our communities continue to suffer the escalating costs of climate-fuelled disasters, our Government continues to support a massive expansion of Australia’s export gas industry. Gas is a dangerous fossil fuel, with every tonne of Australian gas adding to the global heating that endangers us all.
Moreover, companies like Santos and Woodside pay very little tax for the privilege of digging up and selling Australians’ natural endowment of fossil gas. Remarkably, the Government currently raises more tax from beer than from the Petroleum Resource Rent Tax (PRRT) — the main tax on gas profits.
Momentum has been building to replace or supplement the PRRT with a 25% tax on gas exports. This could raise up to $17 billion a year — funds that, like savings from removing the diesel tax rebate for coal and gas companies, could be spent on supporting the clean energy transition and assisting communities with adapting to worsening fires, floods, heatwaves and other impacts of climate change.
As politicians arrive in Canberra for budget week, they will be confronted by billboards calling for a fair tax on gas exports. The push now has the support of dozens of organisations and a growing number of politicians. Let’s hope the Treasurer seizes this rare window for reform.
3. Support everyone to be part of the solution
As the price of petrol and diesel rises, electric vehicles (EVs) are helping people cut fuel use and save money. However, while EV sales have jumped since the invasion of Iran sent fuel prices rising, they still only make up a fraction of total new car sales. This budget should help more Australians switch to electric vehicles and, even more importantly, enable more Australians to get around by bike, on foot, and on public transport. This means maintaining the EV discount, investing in public and active transport, and removing tax breaks for fuel-hungry utes and vans.
Millions of Australians already enjoy the cost-saving benefits of rooftop solar, batteries, and getting off gas. This budget should enable more households, and in particular those on lower incomes, to access these benefits. This means maintaining the Cheaper Home Batteries Program, and building on the Household Energy Upgrades Fund.
4. Build the industries of the future

If we’re to transition away from fossil fuels, we need to be building the clean industries of the future.
No state is more pivotal to Australia’s energy and industrial transformation than Western Australia. The state has unrivaled potential for renewable energy development and for replacing fossil fuel exports with clean exports like green iron. Such industries offer Western Australia the promise of a vibrant economic future, and for Australia to play an outsized positive role in the world’s efforts to reduce emissions.
However, realising this potential will require focussed support from the Federal Government. Among other measures, Greenpeace has recommended establishing the Australasian Green Iron Corporation as a joint venture between the Australian and Western Australian governments, a key trading partner, a major iron ore miner and steel makers. This would unite these central players around the complex task of building a large-scale green iron industry, and unleash Western Australia’s potential as a green industrial powerhouse.
5. Build community resilience
Believe it or not, our Government continues to spend far more on subsidising fossil fuel production — and on clearing up after climate-fuelled disasters — than it does on helping communities and industries reduce disaster costs through practical, proven methods for building their resilience.
Last year, the Government estimated that the cost of recovery from disasters like the devastating 2022 east coast floods on 2019-20 fires will rise to $13.5 billion. For contrast, the Government’s Disaster Ready Fund – the main national source of funding for disaster resilience – invests just $200 million a year in grants to support disaster preparedness and resilience building. This is despite the Government’s own National Emergency Management Agency (NEMA) estimating that for every dollar spent on disaster risk reduction, there is a $9.60 return on investment.
By redirecting funds currently spent on subsidising fossil fuel production, the Government can both stop incentivising climate destruction in the first place, and ensure that Australian communities and industries are better protected from worsening climate extremes.
No communities have more to lose from climate damage, or carry more knowledge of practical solutions, than Aboriginal and Torres Strait Islander peoples. The budget should include a dedicated First Nations climate adaptation fund, ensuring First Nations communities can develop solutions on their own terms, and access the support they need with adapting to extreme heat, coastal erosion and other escalating challenges.
6. Be a better neighbour
The global response to climate change depends on the adequate flow of support from developed economies like Australia to lower income nations with shifting to clean energy, adapting to the impacts of climate change, and addressing loss and damage.
Such support is vital to building trust and cooperation, reducing global emissions, and supporting regional and global security by enabling countries to transition away from fossil fuels and build greater resilience.
Despite its central leadership role in this year’s global climate negotiations, our Government is yet to announce its contribution to international climate finance for 2025-2030. Greenpeace recommends a commitment of $11 billion for this five year period, which is aligned with the global goal under the Paris Agreement to triple international climate finance from current levels.
This new commitment should include additional funding to address loss and damage from climate change and a substantial contribution to the Pacific Resilience Facility, ensuring support is accessible to countries and communities that need it most. It should also see Australia get firmly behind the vision of a Fossil Fuel Free Pacific.
7. Protect nature

There is no safe planet without protection of the ecosystems and biodiversity that sustain us and regulate our climate.
Last year the Parliament passed important and long overdue reforms to our national environment laws to ensure better protection for our forests and other critical ecosystems. However, the Government will need to provide sufficient funding to ensure the effective implementation of these reforms.
Greenpeace has recommended $500 million over four years to establish the National Environment Agency — the body responsible for enforcing and monitoring the new laws — and a further $50 million to Environment Information Australia for providing critical information and tools.
Further resourcing will also be required to fulfil the crucial goal of fully protecting 30% of Australian land and seas by 2030. This should include $1 billion towards ending deforestation by enabling farmers and loggers to retool away from destructive practices, $2 billion a year for restoring degraded lands, $5 billion for purchasing and creating new protected areas, and $200 million for expanding domestic and international marine protected areas.
Conclusion
This is not the first time that conflict overseas has triggered an energy crisis, or that a budget has been preceded by a summer of extreme weather disasters, highlighting the urgent need to phase out fossil fuels. What’s different in 2026 is the availability of solutions. Renewable energy is now cheaper and more accessible than ever before. Global momentum is firmly behind the transition away from fossil fuels. The Albanese Government, with its overwhelming majority, has the chance to set our nation up for the future, or keep us stranded in the past. Let’s hope it makes some smart choices.
The 2026 budget test: Will Australia break free from fossil fuels?
Climate Change
What fossil fuels really cost us in a world at war
Anne Jellema is Executive Director of 350.org.
The war on Iran and Lebanon is a deeply unjust and devastating conflict, killing civilians at home, destroying lives, and at the same time sending shockwaves through the global economy. We, at 350.org, have calculated, drawing on price forecasts from the International Monetary Fund (IMF) and Goldman Sachs, just how much that volatility is costing us.
Even under the IMF’s baseline scenario – a de facto “best case” scenario with a near-term end to the war and related supply chain disruptions – oil and gas price spikes are projected to cost households and businesses globally more than $600 billion by the end of the year. Under the IMF’s “adverse scenario”, with prolonged conflict and sustained price pressures, we estimate those additional costs could exceed $1 trillion, even after accounting for reduced demand.
Which is why we urgently need a power shift. Governments are under growing pressure to respond to rising fuel and food costs and deepening energy poverty. And it’s becoming clearer to both voters and elected officials that fossil dependence is not only expensive and risky, but unnecessary.
People who can are voting with their wallets: sales of solar panels and electric vehicles are increasing sharply in many countries. But the working people who have nothing to spare, ironically, are the ones stuck with using oil and gas that is either exorbitantly expensive or simply impossible to get.
Drain on households and economies
In India, street food vendors can’t get cooking gas and in the Philippines, fishermen can’t afford to take their boats to sea. A quarter of British people say that rising energy tariffs will leave them completely unable to pay their bills. This is the moment for a global push to bring abundant and affordable clean energy to all.
In April, we released Out of Pocket, our new research report on how fossil fuels are draining households and economies. We were surprised by the scale of what we found. For decades, governments have reassured people that energy price spikes are unfortunate but unavoidable – the result of distant conflicts, market forces or geopolitical shocks beyond anyone’s control. But the numbers tell a different story.
What we are living through today is not an energy crisis. It is a fossil fuel crisis. In just the first 50 days of the Middle East conflict, soaring oil and gas prices have siphoned an estimated $158 billion–$166 billion from households and businesses worldwide. That is money extracted directly from people’s pockets and transferred, almost instantly, into fossil fuel company balance sheets. And this figure only captures the immediate impact of price spikes, not the permanent economic drain of fossil dependence. Fossil fuels don’t just cost us once, they cost us over and over again.
First, through our bills. Every time there is a war, an embargo or a supply disruption, fossil fuel prices surge. For ordinary people, this means higher costs for energy, transport and food. Many Global South countries have little or no fiscal space to buffer the shock; instead, workers and families pay the price.
Second, through our taxes. Governments around the world continue to pour vast sums of public money into fossil fuel subsidies. These are often justified as a way to protect the most vulnerable at the petrol pump or in their homes. But in reality, the benefits are overwhelmingly captured by wealthier households and corporations. The poorest 20% receive just a fraction of this support, while public finances are drained.
Third, through climate impacts. New research across more than 24,000 global locations gives a granular account of the true costs of extreme heat, sea level rise and falling agricultural yields. Using this data to update IMF modelling of the social cost of carbon, we found that fossil fuel impacts on health and livelihoods amount to over $9 trillion a year. This is the biggest subsidy of all, because these massive and mounting costs are not charged to Big Oil – they are paid for by governments and households, with the poorest shouldering the lion’s share.
Massive transfer of wealth to fossil fuel industry
Adding up direct subsidies, tax breaks and the unpaid bill for climate damages, the total transfer of wealth from the public to the fossil fuel industry amounts to $12 trillion even in a “normal” year without a global oil shock. That’s more than 50% higher than the IMF has previously estimated, and equivalent to a staggering $23 million a minute.
The fossil fuel industry has become extraordinarily adept at profiting from instability. When conflict drives up prices, companies do not lose, they gain. In the current crisis, oil producers and commodity traders are on track to secure tens of billions of dollars in additional windfall profits, even as households face rising bills and governments struggle to manage the fallout.
Fossil fuel crisis offers chance to speed up energy transition, ministers say
This growing disconnect is impossible to ignore. Investors are advised to buy into fossil fuel firms precisely because of their ability to generate profits in times of crisis. Meanwhile, ordinary people are told to tighten their belts.
In 2026, unlike during the oil shocks of the 1970s, clean energy is no longer a distant alternative. Now, even more than when gas prices spiked due to Russia’s invasion of Ukraine in 2022, renewables are often the cheapest option available. Solar and wind can be deployed quickly, at scale, and without the volatility that defines fossil fuel markets.
How to transition from dirty to clean energy
The solutions are clear. Governments must implement permanent windfall taxes on fossil fuel companies to ensure that extraordinary profits generated during crises are redirected to support households. These revenues can be used to reduce energy bills, invest in public services, and accelerate the rollout of clean energy.
Second, we must shift subsidies away from fossil fuels and towards renewable solutions, particularly those that can be deployed quickly and equitably, such as rooftop and community solar. This is not just about cutting emissions. It is about building a more stable, fair and resilient energy system.
Finally, we need binding plans to phase out fossil fuels altogether, replacing them with homegrown renewable energy that can shield economies from future shocks. Because what the current crisis has made clear is this: as long as we remain dependent on fossil fuels, we remain vulnerable – to conflict, to price volatility and to the escalating impacts of climate change.
The true price of fossil fuels is no longer hidden. It is visible in rising bills, strained public finances and communities pushed to the brink. And it is being paid, every day, by ordinary people around the world.
It’s time for the great power shift.
Full details on the methodology used for this report are available here.
The Great Power Shift is a new campaign by 350.org global campaign to pressure governments to bring down energy bills for good by ending fossil fuel dependence and investing in clean, affordable energy for all


The post What fossil fuels really cost us in a world at war appeared first on Climate Home News.
Climate Change
Traditional models still ‘outperform AI’ for extreme weather forecasts
Computer models that use artificial intelligence (AI) cannot forecast record-breaking weather as well as traditional climate models, according to a new study.
It is well established that AI climate models have surpassed traditional, physics-based climate models for some aspects of weather forecasting.
However, new research published in Science Advances finds that AI models still “underperform” in forecasting record-breaking extreme weather events.
The authors tested how well both AI and traditional weather models could simulate thousands of record-breaking hot, cold and windy events that were recorded in 2018 and 2020.
They find that AI models underestimate both the frequency and intensity of record-breaking events.
A study author tells Carbon Brief that the analysis is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
AI weather forecasts
Extreme weather events, such as floods, heatwaves and storms, drive hundreds of billions of dollars in damages every year through the destruction of cropland, impacts on infrastructure and the loss of human life.
Many governments have developed early warning systems to prepare the general public and mobilise disaster response teams for imminent extreme weather events. These systems have been shown to minimise damages and save lives.
For decades, scientists have used numerical weather prediction models to simulate the weather days, or weeks, in advance.
These models rely on a series of complex equations that reproduce processes in the atmosphere and ocean. The equations are rooted in fundamental laws of physics, based on decades of research by climate scientists. As a result, these models are referred to as “physics-based” models.
However, AI-based climate models are gaining popularity as an alternative for weather forecasting.
Instead of using physics, these models use a statistical approach. Scientists present AI models with a large batch of historical weather data, known as training data, which teaches the model to recognise patterns and make predictions.
To produce a new forecast, the AI model draws on this bank of knowledge and follows the patterns that it knows.
There are many advantages to AI weather forecasts. For example, they use less computing power than physics-based models, because they do not have to run thousands of mathematical equations.
Furthermore, many AI models have been found to perform better than traditional physics-based models at weather forecasts.
However, these models also have drawbacks.
Study author Prof Sebastian Engelke, a professor at the research institute for statistics and information science at the University of Geneva, tells Carbon Brief that AI models “depend strongly on the training data” and are “relatively constrained to the range of this dataset”.
In other words, AI models struggle to simulate brand new weather patterns, instead tending forecast events of a similar strength to those seen before. As a result, it is unclear whether AI models can simulate unprecedented, record-breaking extreme events that, by definition, have never been seen before.
Record-breaking extremes
Extreme weather events are becoming more intense and frequent as the climate warms. Record-shattering extremes – those that break existing records by large margins – are also becoming more regular.
For example, during a 2021 heatwave in north-western US and Canada, local temperature records were broken by up to 5C. According to one study, the heatwave would have been “impossible” without human-caused climate change.
The new study explores how accurately AI and physics-based models can forecast such record-breaking extremes.
First, the authors identified every heat, cold and wind event in 2018 and 2020 that broke a record previously set between 1979 and 2017. (They chose these years due to data availability.) The authors use ERA5 reanalysis data to identify these records.
This produced a large sample size of record-breaking events. For the year 2020, the authors identified around 160,000 heat, 33,000 cold and 53,000 wind records, spread across different seasons and world regions.
For their traditional, physics-based model, the authors selected the High RESolution forecast model from the Integrated Forecasting System of the European Centre for Medium-Range Weather Forecasts. This is “widely considered as the leading physics-based numerical weather prediction model”, according to the paper.
They also selected three “leading” AI weather models – the GraphCast model from Google Deepmind, Pangu-Weather developed by Huawei Cloud and the Fuxi model, developed by a team from Shanghai.
The authors then assessed how accurately each model could forecast the extremes observed in the year 2020.
Dr Zhongwei Zhang is the lead author on the study and a researcher at Karlsruhe Institute of Technology. He tells Carbon Brief that many AI weather forecast models were built for “general weather conditions”, as they use all historical weather data to train the models. Meanwhile, forecasting extremes is considered a “secondary task” by the models.
The authors explored a range of different “lead times” – in other words, how far into the future the model is forecasting. For example, a lead time of two days could mean the model uses the weather conditions at midnight on 1 January to simulate weather conditions at midnight on 3 January.
The plot below shows how accurately the models forecasted all extreme events (left) and heat extremes (right) under different lead times. This is measured using “root mean square error” – a metric of how accurate a model is, where a lower value indicates lower error and higher accuracy.
The chart on the left shows how two of the AI models (blue and green) performed better than the physics-based model (black) when forecasting all weather across the year 2020.
However, the chart on the right illustrates how the physics-based model (black) performed better than all three AI models (blue, red and green) when it came to forecasting heat extremes.

The authors note that the performance gap between AI and physics-based models is widest for lower lead times, indicating that AI models have greater difficulty making predictions in the near future.
They find similar results for cold and wind records.
In addition, the authors find that AI models generally “underpredict” temperature during heat records and “overpredict” during cold records.
The study finds that the larger the margin that the record is broken by, the less well the AI model predicts the intensity of the event.
‘Warning shot’
Study author Prof Erich Fischer is a climate scientist at ETH Zurich and a Carbon Brief contributing editor. He tells Carbon Brief that the result is “not unexpected”.
He adds that the analysis is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
The analysis, he continues, is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
AI models are likely to continue to improve, but scientists should “not yet” fully replace traditional forecasting models with AI ones, according to Fischer.
He explains that accurate forecasts are “most needed” in the runup to potential record-breaking extremes, because they are the trigger for early warning systems that help minimise damages caused by extreme weather.
Leonardo Olivetti is a PhD student at Uppsala University, who has published work on AI weather forecasting and was not involved in the study.
He tells Carbon Brief that “many other studies” have identified issues with using AI models for “extremes”, but this paper is novel for its specific focus on extremes.
Olivetti notes that AI models are already used alongside physics-based models at “some of the major weather forecasting centres around the world”. However, the study results suggest “caution against relying too heavily on these [AI] models”, he says.
Prof Martin Schultz, a professor in computational earth system science at the University of Cologne who was not involved in the study, tells Carbon Brief that the results of the analysis are “very interesting, but not too surprising”.
He adds that the study “justifies the continued use of classical numerical weather models in operational forecasts, in spite of their tremendous computational costs”.
Advances in forecasting
The field of AI weather forecasting is evolving rapidly.
Olivetti notes that the three AI models tested in the study are an “older generation” of AI models. In the last two years, newer “probabilistic” forecast models have emerged that “claim to better capture extremes”, he explains.
The three AI models used in the analysis are “deterministic”, meaning that they only simulate one possible future outcome.
In contrast, study author Engelke tells Carbon Brief that probabilistic models “create several possible future states of the weather” and are therefore more likely to capture record-breaking extremes.
Engelke says it is “important” to evaluate the newer generation of models for their ability to forecast weather extremes.
He adds that this paper has set out a “protocol” for testing the ability of AI models to predict unprecedented extreme events, which he hopes other researchers will go on to use.
The study says that another “promising direction” for future research is to develop models that combine aspects of traditional, physics-based weather forecasts with AI models.
Engelke says this approach would be “best of both worlds”, as it would combine the ability of physics-based models to simulate record-breaking weather with the computational efficiency of AI models.
Dr Kyle Hilburn, a research scientist at Colorado State University, notes that the study does not address extreme rainfall, which he says “presents challenges for both modelling and observing”. This, he says, is an “important” area for future research.
The post Traditional models still ‘outperform AI’ for extreme weather forecasts appeared first on Carbon Brief.
Traditional models still ‘outperform AI’ for extreme weather forecasts
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