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Energy and AI Executive summary
The transformative potential of AI depends on energy There has been a step change in the capabilities of artificial intelligence (AI), driven by falling computation costs, a surge in data availability and technical breakthroughs. AI is the science of making machines capable of learning to perform tasks that traditionally required human intelligence. AI is emerging as a general-purpose technology, much like electricity. Today, it can generate text and videos, accelerate scientific discovery in fields like medicine or materials science, make manufacturing robots smarter and more productive, drive commercial taxis in complex city landscapes, and detect threats to critical infrastructure…
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Global Methane Tracker 2025
Methane is responsible for around 30% of the rise in global temperatures since the Industrial Revolution, and rapid and sustained reductions in methane emissions are key to limiting near-term global warming and improving air quality. The energy sector – including oil, natural gas, coal and bioenergy – accounts for more than 35% of methane emissions from human activity and has some of the best opportunities to cut these emissions. The annually updated Global Methane Tracker is an essential tool for raising awareness about methane emissions across the energy sector and the opportunities to bring them down.The Tracker presents our latest…
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Global Energy and Climate Model Current Policies Scenario (CPS)
The 2025 edition of the World Energy Outlook (WEO) reintroduces the Current Policies Scenario (CPS). It was a regular feature of the International Energy Agency suite of scenarios until the WEO-2020, when it was discontinued amid turmoil in energy markets and rapid changes in the policy landscape during the Covid-19 pandemic. Now that the world has passed through the pandemic and the global energy crisis triggered at the outset of the Russian invasion of Ukraine, there is merit in revisiting the CPS. The scenario relies only on measures that are formally written into existing legislation and regulation, and…
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Vehicle software and software-defined vehicles
GEVO 2026 - Chapter 8 The transition from mechanical to software-based vehicle control has been underway for decades and has accelerated dramatically with the rise of EVs. Pure-play EV makers have pioneered the shift towards high-level, continuously updateable software-based vehicle control, speeding up the development and rollout of new features. Vehicles are evolving into software platforms for which users can access subscription‑based premium features, in the same way as for smartphones. A new design paradigm is emerging, with EVs at the forefront The digital transformation of the car industry is most evident in the emergence of software…
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Outlook for Biogas and Biomethane
A global geospatial assessment Biogases play an important and growing role in energy systems. Produced locally using organic waste, biogas and biomethane can contribute to energy security, waste management, emissions reductions and agricultural development.In recent years, demand for biomethane – also known as “renewable natural gas” – has grown rapidly in many countries, supported by dozens of new policies. As a low-emissions substitute for natural gas, the use of biomethane has been targeted across a wide range of sectors, including power, industry, transport and buildings. This report presents a first-of-its-kind global geographical analysis of the untapped potential…
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Renewables and Low-Emissions Fuels
Renewables and Low-Emissions Fuels
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Gas Market Lessons from the 2022-2023 Energy Crisis Policy response to the crisis
As markets reeled from the drastic reduction in Russian pipeline gas supply to Europe and as global trade and demand patterns shifted, governments did not remain idle. Faced with the spectre of supply shortages, worsening current accounts, and inflation pressure linked to energy imports and rising energy prices for citizens and businesses alike, governments across the main LNG-importing regions rapidly implemented policy and market measures in response to the crisis. Europe The European Union and its member states adopted a number of measures to enhance security of supply and market resilience ahead of the 2022/23 heating season. However…
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The Value of Demand Flexibility
Benefits beyond balancing This policy brief, developed under the International Energy Agency’s Digital Demand-Driven Electricity Networks (3DEN) Initiative, examines the value of demand flexibility as a core component of modern electricity systems, with a strong emphasis on its role in improving energy efficiency. As electricity demand grows and power systems become more electrified, decentralised and renewable-rich, managing when and how electricity is used is increasingly as important as expanding supply.The brief sets out a clear framework for understanding demand flexibility and highlights its contribution to an efficiency-first approach to power system planning and operation. By…
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Unlocking Ukraine’s Hydrogen Opportunity: A Roadmap Executive summary
More than 3 years of war in Ukraine have left their mark on the energy sector. In the power sector, nearly 80% of the thermal generation and about two-thirds of the hydropower capacity have been damaged or destroyed, leading to a power deficit equal to about one-third of peak demand. Hydrogen demand was nearly 1 Mtpa before the war, predominantly for ammonia production, with only about 40 ktpa from refining. However, assets have since been damaged or occupied and demand has plunged by almost 80%. Steel output, which represents a potential new application for hydrogen, has dropped by almost two-thirds…
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Breakthrough Agenda Report 2025 Steel
State of the transition Emissions Total CO2 emissions remain largely unchanged from recent years, while direct CO2 emissions intensity has seen an uptick since 2021. Both must fall in the coming years to get on track with the IEA’s Net Zero Emissions by 2050 Scenario (NZE Scenario). Cost Blast furnace-basic oxygen furnace (BF-BOF) routes make up about 70% of global steel production today.Hydrogen direct reduced iron electric arc furnace (H2 DRI-EAF) routes are emerging as a preferred low-emissions option in certain regions. Early commercial plants using 100% hydrogen blends are estimated to cost 50…
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