Artificial intelligence modelling has predicted that Earth could surpass key climate targets within decades, with temperatures in some regions rising by 3°C as early as 2060, far earlier than previous timelines.
Under the 2015 Paris Climate Agreement, world leaders agreed to limit temperature rises to 1.5°C above pre-industrial levels by the end of the century. However, new research by three leading climate scientists has added to a growing body of evidence that this global temperature target is now out of reach.
The study examined 10 climate models using machine learning techniques. They found that 34 regions were likely to exceed 1.5°C warming by 2040, with most of these expected to reach 2°C warming by 2040. In addition, 26 of these 34 regions are projected to surpass 3°C of warming by 2060.
South Asia, the Mediterranean, Central Europe and parts of sub-Saharan Africa are among regions most likely to be affected by this accelerated timeline. This would compound risks for vulnerable ecosystems and communities, the research authors said.
This year is set to beat 2023 as the hottest on record, with global average temperatures expected to exceed the pre-industrial baseline, before people started burning fossil fuels to power industry.
“Given the impacts on extreme events, water resources, food security, human health, livelihoods and ecosystems that are already emerging at the current levels of regional warming, the likelihood that these higher levels or regional warming are reached in the next two to three decades poses substantial risks,” the report said.
The study, published in Environmental Research Letters, was carried out by Elizabeth Barnes, professor at Colorado State University, Noah Diffenbaugh, professor at Stanford University, and Sonia Seneviratne, professor at the ETH-Zurich. They used cutting-edge AI transfer-learning to integrate the previous climate models to deliver what they said were more accurate regional predictions.
Prof Diffenbaugh said it was important to focus not only on global temperature increases but also on specific changes happening in local and regional areas. Climate thresholds are based on averages and do not tell the full story of how extreme the climate could become in some vulnerable regions, he said.
In a second study published on Tuesday, Prof Diffenbaugh and Prof Barnes released more AI-driven research that warned that heat records could be shattered in the coming years. They posit there is a 50 per cent chance that global warming will breach 2°C, even if humanity meets current net zero targets.
For the second study, Prof Diffenbaugh and Prof Barnes trained an AI system to predict how high global temperatures could climb, depending on the pace of decarbonisation. The paper is published in Geophysical Research Letters.
They examined temperature and greenhouse gas data from vast archives of climate model simulations. To predict future warming they gave the AI the actual historical temperatures as input.
If net zero is not reached by 2100, Prof Diffenbaugh and Prof Barnes found a 90 per cent chance that the hottest year will exceed the pre-industrial baseline. In this scenario, many regions could experience temperature anomalies at least three times hotter than those that occurred in 2023.
Both new studies build on 2023 research in which Prof Diffenbaugh and Prof Barnes predicted the years remaining until the 1.5°C and 2°C goals are breached.
“We’ve been seeing accelerating impacts around the world in recent years, from heatwaves and heavy rainfall and other extremes,” said Prof Diffenbaugh, who teaches at the Stanford Doerr School of Sustainability. “This study suggests that, even in the best case scenario, we are very likely to experience conditions that are more severe than what we’ve been dealing with recently.”
The scientists say their research underlines the importance of investing in decarbonisation and measures that make humans more resilient to the consequences of climate change, including heat, drought and flooding.
They say these efforts have taken a back seat to reducing carbon emissions, with decarbonisation investments outstripping adaptation spending in global climate finance and US-backed policies, such as President Joe Biden's Inflation Reduction Act.
Disclaimer
Director: Alfonso Cuaron
Stars: Cate Blanchett, Kevin Kline, Lesley Manville
Rating: 4/5
Famous left-handers
- Marie Curie
- Jimi Hendrix
- Leonardo Di Vinci
- David Bowie
- Paul McCartney
- Albert Einstein
- Jack the Ripper
- Barack Obama
- Helen Keller
- Joan of Arc
ABU DHABI CARD
5pm: UAE Martyrs Cup (TB) Conditions; Dh90,000; 2,200m
5.30pm: Wathba Stallions Cup (PA) Handicap; Dh70,000; 1,400m
6pm: UAE Matyrs Trophy (PA) Maiden; Dh80,000; 1,600m
6.30pm: Sheikha Fatima bint Mubarak (IFAHR) Apprentice Championship (PA) Prestige; Dh100,000; 1,600m
7pm: Sheikha Fatima bint Mubarak (IFAHR) Ladies World Championship (PA) Prestige; Dh125,000; 1,600m
8pm: Sheikh Zayed bin Sultan Al Nahyan Jewel Crown (PA) Group 1; Dh5,000,000; 1,600m
The President's Cake
Director: Hasan Hadi
Starring: Baneen Ahmad Nayyef, Waheed Thabet Khreibat, Sajad Mohamad Qasem
Rating: 4/5
Company%20profile
%3Cp%3E%3Cstrong%3ECompany%20name%3A%20%3C%2Fstrong%3ETwig%20Solutions%20(with%20trade%20name%20Twig)%3Cbr%3E%3Cstrong%3EStarted%3A%20%3C%2Fstrong%3E2021%3Cbr%3E%3Cstrong%3EFounders%3A%20%3C%2Fstrong%3EChafic%20Idriss%2C%20Karam%20El%20Dik%20and%20Rayan%20Antonios%3Cbr%3E%3Cstrong%3EBased%3A%20%3C%2Fstrong%3EUAE%3Cbr%3E%3Cstrong%3ESector%3A%20%3C%2Fstrong%3EFinTech%3Cbr%3E%3Cstrong%3EInitial%20investment%3A%20%3C%2Fstrong%3Ebootstrapped%20(undisclosed)%3Cbr%3E%3Cstrong%3ECurrent%20number%20of%20staff%3A%20%3C%2Fstrong%3E13%3Cbr%3E%3Cstrong%3EInvestment%20stage%3A%20%3C%2Fstrong%3Epre-seed%20%E2%80%94%20closing%20the%20round%20as%20we%20speak%3Cbr%3E%3Cstrong%3EInvestors%3A%3C%2Fstrong%3E%20senior%20executives%20from%20the%20GCC%20financial%20services%20industry%20and%20global%20family%20offices%3Cbr%3E%3Cbr%3E%3C%2Fp%3E%0A
The Settlers
Director: Louis Theroux
Starring: Daniella Weiss, Ari Abramowitz
Rating: 5/5
South and West: From a Notebook
Joan Didion
Fourth Estate
The specs: 2018 Jaguar F-Type Convertible
Price, base / as tested: Dh283,080 / Dh318,465
Engine: 2.0-litre inline four-cylinder
Transmission: Eight-speed automatic
Power: 295hp @ 5,500rpm
Torque: 400Nm @ 1,500rpm
Fuel economy, combined: 7.2L / 100km
Mobile phone packages comparison
It
Director: Andres Muschietti
Starring: Bill Skarsgard, Jaeden Lieberher, Sophia Lillis, Chosen Jacobs, Jeremy Ray Taylor
Three stars
Iftar programme at the Sheikh Mohammed Centre for Cultural Understanding
Established in 1998, the Sheikh Mohammed Centre for Cultural Understanding was created with a vision to teach residents about the traditions and customs of the UAE. Its motto is ‘open doors, open minds’. All year-round, visitors can sign up for a traditional Emirati breakfast, lunch or dinner meal, as well as a range of walking tours, including ones to sites such as the Jumeirah Mosque or Al Fahidi Historical Neighbourhood.
Every year during Ramadan, an iftar programme is rolled out. This allows guests to break their fast with the centre’s presenters, visit a nearby mosque and observe their guides while they pray. These events last for about two hours and are open to the public, or can be booked for a private event.
Until the end of Ramadan, the iftar events take place from 7pm until 9pm, from Saturday to Thursday. Advanced booking is required.
For more details, email openminds@cultures.ae or visit www.cultures.ae
'My Son'
Director: Christian Carion
Starring: James McAvoy, Claire Foy, Tom Cullen, Gary Lewis
Rating: 2/5
UAE currency: the story behind the money in your pockets
FIGHT%20CARD
%3Cp%3EAnthony%20Joshua%20v%20Otto%20Wallin%2C%2012%20rounds%2C%20heavyweight%3C%2Fp%3E%0A%3Cp%3EDeontay%20Wilder%20v%20Joseph%20Parker%2C%2012%20rounds%2C%20heavyweight%3C%2Fp%3E%0A%3Cp%3EDmitry%20Bivol%20v%20Lyndon%20Arthur%2C%2012%20rounds%2C%20light%20heavyweight%3C%2Fp%3E%0A%3Cp%3EDaniel%20Dubois%20v%20Jarrell%20Miller%2C%2012%20rounds%2C%20heavyweight%3C%2Fp%3E%0A%3Cp%3EFilip%20Hrgovic%20v%20Mark%20de%20Mori%2C%2012%20rounds%2C%20heavyweight%C2%A0%3C%2Fp%3E%0A%3Cp%3EArslanbek%20Makhmudov%20v%20Agit%20Kabayel%2C%2012%20rounds%2C%20heavyweight%C2%A0%3C%2Fp%3E%0A%3Cp%3EFrank%20Sanchez%20v%20Junior%20Fa%2C%2012%20rounds%2C%20heavyweight%C2%A0%3C%2Fp%3E%0A%3Cp%3EJai%20Opetaia%20v%20Ellis%20Zorro%2C%2012%20rounds%2C%20cruiserweight%3C%2Fp%3E%0A
Timeline
2012-2015
The company offers payments/bribes to win key contracts in the Middle East
May 2017
The UK SFO officially opens investigation into Petrofac’s use of agents, corruption, and potential bribery to secure contracts
September 2021
Petrofac pleads guilty to seven counts of failing to prevent bribery under the UK Bribery Act
October 2021
Court fines Petrofac £77 million for bribery. Former executive receives a two-year suspended sentence
December 2024
Petrofac enters into comprehensive restructuring to strengthen the financial position of the group
May 2025
The High Court of England and Wales approves the company’s restructuring plan
July 2025
The Court of Appeal issues a judgment challenging parts of the restructuring plan
August 2025
Petrofac issues a business update to execute the restructuring and confirms it will appeal the Court of Appeal decision
October 2025
Petrofac loses a major TenneT offshore wind contract worth €13 billion. Holding company files for administration in the UK. Petrofac delisted from the London Stock Exchange
November 2025
180 Petrofac employees laid off in the UAE
The specs
Engine: 4.0-litre V8 twin-turbocharged and three electric motors
Power: Combined output 920hp
Torque: 730Nm at 4,000-7,000rpm
Transmission: 8-speed dual-clutch automatic
Fuel consumption: 11.2L/100km
On sale: Now, deliveries expected later in 2025
Price: expected to start at Dh1,432,000
'Midnights'
%3Cp%3E%3Cstrong%3EArtist%3A%3C%2Fstrong%3E%20Taylor%20Swift%26nbsp%3B%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ELabel%3A%3C%2Fstrong%3E%20Republic%20Records%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ERating%3A%3C%2Fstrong%3E%204%2F5%3C%2Fp%3E%0A