We handpick and explain the most important stories at the intersection of climate, land, food and nature over the past fortnight.
This is an online version of Carbon Brief’s fortnightly Cropped email newsletter. Subscribe for free here.
Key developments
COP16 resumes in Rome
CALI CARRIES ON: The UN biodiversity summit, COP16, resumed in Rome yesterday after the countries failed to reach agreement on several key issues in Cali, Colombia last year. The latest round of talks “will focus on securing financial resources and developing a robust system to track biodiversity commitments”, DownToEarth said. Devex noted that the Rome meeting “won’t have the same pomp and circumstance” as the Colombia talks. On the first day of the resumed talks, the Cali fund for sharing the benefits derived from genetic data – seen as one of the big “wins” from the Colombia talks – was launched.
DEFORESTATION IS UP: Last week, COP16 president (and former environment minister of Colombia) Susana Muhamad announced that deforestation in the country was 35% higher in 2024 than 2023. According to Climate Home News, the increase was “fuelled by an uptick in the Amazon region”, which Muhamad attributed primarily to “the involvement of organised crime more than rural communities”. Despite the uptick, the deforestation rate in 2024 was still the second lowest in the last 23 years, after last year’s record low.
NATURE PLANS LACKING: Meanwhile, a joint investigation by Carbon Brief and the Guardian found that of the 137 countries that had submitted updated biodiversity plans to the UN by 21 February, fewer than half were committing to protecting 30% of their land and sea by 2030. The so-called “30 by 30” target was a key goal of the Kunming-Montreal Global Biodiversity Framework, agreed at COP15 in Montreal. Responding to Carbon Brief and the Guardian, several countries said that they are still finalising their targets. Indonesia pointed out that the target is meant to be a global one, with no contributions specified for each country. Brian O’Donnell, director of Campaign for Nature, said: “This is troubling and action must be taken to put the world on track.”
Extreme weather driving up food prices
MAPPING DAMAGES: Carbon Brief published a new interactive map showing some of the impacts of extreme weather on global crops during 2023 and 2024. Using news reports in global media and other sources, the analysis identified 100 cases around the world where crops were damaged or destroyed by heat, drought, wildfires or other extreme events. According to the findings, Europe, the Middle East and sub-Saharan Africa were the regions most impacted by flooding, while Asia, Europe and Latin America were the most frequently hit by droughts.
HUGE IMPACT: Extreme weather is “expected to” drive up food prices throughout 2025, according to analysis covered by the Guardian. The research showed a “long-term trend towards more extreme weather events would continue to hit regional crop yields, causing price spikes”. Of the studied crops, coffee and cocoa had the highest price spikes last year due to surging rainfall and temperatures. Elsewhere, Mongabay covered a new report from the UN Food and Agriculture Organization pointing out that increasing droughts and floods, as well as rising temperatures in Latin America and the Caribbean, are leading to crop and livestock losses, interruption of supply chains and impoverishment among farmers. Those events are “highly frequent” in 74% of the countries in the region, the report said.
TOWARDS COP30: Warmer temperatures threaten wheat production in India, which has declined over the past three years, the New Indian Express reported. According to India’s Meteorological Department, north-western areas have seen temperatures fluctuate 2-6C above normal during that time. In Brazil, the inflation rate for food and beverage reached nearly 7.7% last year due to the impacts of climate change, according to COP30’s official webpage. The website quoted Guilherme Mello, secretary of economic policy at Brazil’s ministry of finance, who stressed the need to “adapt and create adequate instruments to guarantee food and water security”.
Spotlight
Biodiversity banking on a breakthrough
This week, Carbon Brief traces the history and future of the fight for a new biodiversity fund as COP16 restarts in Rome.
The fight for a new biodiversity fund – dominating the agenda at the resumed nature talks in Rome and led by “megadiverse” countries – is a fight that has come a long way in the last four years.
From a proposal in Nairobi to an overlooked objection that soured nature’s “Paris” moment in Montreal, the call for a COP-governed biodiversity fund that could match climate’s $100bn-promise failed to materialise at COP15.
Instead, the final nature deal for this decade – gavelled through in a hurry – gave the world an interim fund with a mandate to operate only until 2030. It gave rich countries a scaled-down, collective bottom line of paying $20bn per year by 2025 and $30bn per year by 2030 in biodiversity finance, against a $700bn-a-year nature funding “gap” that is widening every year.
With only $250m collected in the interim fund and developed countries accused of failing to pay their “fair share” by the start of COP16, Zimbabwe revived the fight for the fund on the very first day in Cali.
The decision “to establish a dedicated global financing instrument” eventually made it to a 3:30am draft issued by Colombia’s Susana Muhamad. That “L document” published well into overtime and an inability to gather a quorum put the brakes on COP16. It is now at the heart of what brings countries again to Rome.
To Muhamad, the “polarisation” around resource mobilisation has a lot to do with the “changing landscape of power in geopolitics”, the economic cost of conflict and the need to “substantially address” biodiversity loss and climate change.
The Rome session follows what has been described as a “betrayal” of climate finance talks at COP29 in Baku. It also comes as a re-elected Donald Trump dismantles US climate policy and many European countries cut their aid budgets.
Although the US is not a party to the UN Biodiversity Convention (CBD), Trump’s withdrawal from the Paris Agreement and geopolitical trade wars have cast a cloud over global environmental cooperation and tempered hopes for more public funding for nature and climate.
At the opening of the resumed talks, UN secretary general Antonio Guterres warned in a statement that “[w]ith the world approaching dangerous tipping points, it is imperative that [countries] reach agreement here in Rome” on how biodiversity finance commitments will be honoured. He added:
“We share nature and we depend on nature. Multilateralism is our only hope.”
The Rome talks are already seeing countries bringing the same arguments to the table, even though $30bn is a 10th of the $300bn climate-finance goal.
In general, developed countries want to broaden and review the list of donor states contributing biodiversity finance to include other countries, such as China and Russia, as well as private sources, such as biodiversity credits. They also typically do not see the need for a new fund after 2030. In contrast, developing countries do not want to leave Rome without a new fund or to let countries escape their historical obligations to pay.
Muhamad, meanwhile, is hoping nations will agree on a roadmap somewhere in between and make progress towards reforming the complex, but shallow, pool of biodiversity finance.
After back-to-back regional consultations and bilateral meetings, her ambitious after-midnight draft has since been reformed into a “reflection note” attempting compromise. But, as she notes, “nothing is agreed until everything is agreed”, including a monitoring framework that countries say is contingent on a strong finance outcome.
As a delegate from Panama pointed out on the first day of the Rome talks:
“Biodiversity financing beyond 2030 must reflect the urgency of the biodiversity crisis and align with the commitments under the framework. This is a matter of survival for ecosystems, economy and humanity. We cannot repeat the failures of climate finance. [The Rome talks] must deliver more than words. It must deliver funding.”
News and views
US AG DEPARTMENT CHAOS: Organic farmers have sued the US agriculture department over its deletion of climate-related information from its website, the New York Times reported. The now-missing pages contained “datasets, interactive tools and funding information that farmers and researchers relied on for planning and adaptation projects”, the newspaper wrote. The department also implemented a funding freeze on climate- and conservation-related programmes, although some freezes on the latter have been lifted, according to Civil Eats. Meanwhile, the department is “scrambling to rehire several workers who were involved in the government’s response to the ongoing bird flu outbreak” and had been fired on Elon Musk’s recommendation, according to the Associated Press.
RIVER RESTRICTIONS: Norway’s parliament has approved a bill that would “open up protected rivers to hydropower plants”, the Guardian reported. Nearly 400 of the country’s waterways are currently protected from such development. The Guardian noted that “companies seeking to build hydropower dams would still face strict assessments before being granted a permit”. However, one member of the Norwegian parliament said the bill was “a historic attack on Norwegian nature”. The newspaper added that as a result of Norway’s network of hydropower dams, “the Norwegian electricity grid is among the cleanest on the planet”.
CONGO CORRIDOR: A plan to create the “world’s largest protected area” in the Democratic Republic of Congo does not have the approval of Indigenous peoples and local communities, Climate Home News reported. In January, DRC president Felix Tshisekedi announced the creation of a 2,600km-long “green corridor” in the Congo basin forest, which he said would “strengthen agricultural value chains and sustainable development”. However, the outlet noted that Indigenous and local groups have not been consulted about the project and “fear it could impinge on their land”. Groups that oppose the project, including Greenpeace Africa, fear it could “perpetuate neo-colonialism”.
ET TU, EU?: The European Commission plans to pare back the number of companies facing the EU’s sustainability reporting requirements and delay a key due diligence law that would require companies to address environmental and human-rights issues in their supply chains, according to a draft seen by Reuters. Politico published a set of five takeaways on the EU’s long-term “vision” for agriculture, which includes “stronger support for carbon farming [and] bioenergy production”. Environmental campaigners told the Guardian that the new farming strategy “ignores vital green proposals” including a just transition fund, a “necessary increase in environmental payments” and “the case for eating less meat”. Separately, Scandinavia’s largest dairy producer told the Financial Times that uncertainty about the EU’s rules “is deterring investment in food production and pushing up prices”.
TENSION OVER CORN: Mexico lifted its ban on genetically modified corn imports from the US, after a ruling made under the US, Mexico, Canada Agreement (USMCA), SciDevNet reported. In 2020, former Mexico’s former president, Andrés Manuel López Obrador, had issued a decree to ban GM corn. After a recent ruling against such a ban, filed by a dispute settlement panel, current president Claudia Sheinbaum’s administration released a new decision on 5 February approving the use of GM corn for human consumption and calling off the plan to halt its use for animal feeding.
Watch, read, listen
PAYBACK TIME: The Straits Times’s Green Pulse podcast spoke to Dr Siva Thambisetty, who was closely involved in negotiations for the landmark Cali Fund that launched this week.
SEA TREASURES: A BBC Earth video showed the “top five whale scenes”, including everything from feeding techniques to the ongoing challenges they face.
BANANA BOOM: Mekong Eye explored how booming demand for bananas has driven large-scale soil depletion in Laos.
KEEPING CHAPARRAL ALIVE: NPR explained the importance of California’s native chaparral brush and how clearing it will not reduce the risk of wildfires.
New science
- Research published in Bird Study found that solar farms contained greater numbers and diversity of birds, as compared to arable farmland. Researchers studied six solar farms in the UK, finding that these benefits could be magnified by managing the farms with biodiversity in mind.
- UK peatland fires emitted around 800,000 tonnes of carbon between 2001 and 2021, according to a study published recently in Environmental Research Letters. By looking at climate projections, the researchers found that 2C of warming could increase peatland-fire emissions by more than 60%.
- A new study, published in Nature Food, finds that 1.2 billion people globally are dependent on imported nitrogen fertilisers for food production. The authors suggest that shifting towards smaller-scale ammonia production could increase both food security and agricultural sustainability.
In the diary
- 24-28 February: 62nd session of the Intergovernmental Panel on Climate Change | Hangzhou, China
- 25-27 February: Resumed session of COP16 | Rome
- 26 February: UK Climate Change Committee seventh carbon budget advice published | London
- 26-28 February: Finance in common summit | Cape Town, South Africa
- 3 March: World Wildlife Day
- 5-7 March: World Sustainable Development Summit 2025 | New Delhi
Cropped is researched and written by Dr Giuliana Viglione, Aruna Chandrasekhar, Daisy Dunne, Orla Dwyer and Yanine Quiroz. Please send tips and feedback to cropped@carbonbrief.org
The post Cropped 26 February 2025: COP16 biodiversity talks resume; Farmers sue Trump; Mapping extreme weather’s ag impacts 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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