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Global AI Auditing Framework: Recommendations for Audit Design, Process, and Procedure
The International Panel on the Information Environment (IPIE) proposes a comprehensive global AI auditing framework to address the lack of common standards in AI inspection. The framework emphasizes the need for auditor independence, stakeholder engagement, and the inclusion of environmental and labor impacts. It provides a seven-step approach covering audit scope, auditor roles, context identification, criteria development, evidence collection, methodology, and post-audit transparency to protect human rights and collective wellbeing, particularly for marginalized communities in the majority world.
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Document type: Executive summary
Résumé à l'intention des décideurs politiques 2024.2 Recommandations pour un cadre mondial d'audit de l'IA Résumé des normes et des caractéristiques
The International Panel on the Information Environment (IPIE) proposes a global framework for AI auditing to address the lack of consistent standards and the risk of AI perpetuating biases and environmental harm. The framework outlines seven key characteristics for effective audits: scope, auditor role, stakeholder engagement, context-adapted criteria, evidence requirements, methodology, and post-audit activities. It emphasizes the need for auditor independence, transparency of results, and the inclusion of marginalized communities, particularly those in the 'majority world', to mitigate systemic harms and protect human rights.
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Document type: Executive summary
Resumen para los responsables políticos 2024.2 Recomendaciones para un marco global de auditoría de la IA Resumen de normas y características
The International Panel on the Information Environment (IPIE) outlines a global AI auditing framework designed to address the lack of common standards and the tendency of current audits to overlook global disparities. The framework is built on seven core characteristics: audit scope, auditor role, stakeholder engagement, context-adapted criteria, evidence requirements, auditing methodologies, and post-audit activities. It emphasizes the need for independent auditors with access to comprehensive evidence and the inclusion of marginalized communities to prevent human rights violations and environmental degradation.
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Document type: Executive summary
Резюме для политиков 2024.2 Рекомендации по созданию глобальной системы аудита ИИ
The International Panel on the Information Environment (IPIE) recommends a comprehensive global AI auditing system to address the risks of bias, inequality, and environmental harm. The proposed framework emphasizes the need for independent auditors, transparent results, and a context-sensitive approach that includes diverse stakeholders and considers global impacts, particularly on marginalized communities.
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Document type: Policy brief
Empfehlungen für einen globalen Prüfrahmen für KI-Systeme
The International Panel on the Information Environment (IPIE) presents a global AI auditing framework designed to address the lack of uniform standards and the failure of current audits to account for global inequalities. The framework consists of seven key characteristics: audit scope, auditor role, stakeholder engagement, context-dependent criteria, evidence requirements, methodology, and post-audit measures. It emphasizes the need for auditor independence, transparent results, and the inclusion of marginalized communities to prevent AI from perpetuating biases, labor exploitation, and environmental degradation.
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Document type: Executive summary
Recomendações para uma estrutura global de auditoria de IA
The International Panel on the Information Environment (IPIE) presents a global AI auditing framework designed to address the lack of common standards and the failure of current audits to account for global, disparate impacts. The framework outlines seven key features: audit scope, auditor roles, stakeholder engagement, context-specific criteria, evidence requirements, auditing methodologies, and post-audit activities. It emphasizes the need for auditor independence, transparent results, and the inclusion of environmental and labor impact assessments to protect marginalized communities and the collective well-being.
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Document type: Policy brief
关于全球人工智能审计框架的建议 标准与特点概述
The document outlines a global framework for AI auditing developed by the International Panel on the Information Environment (IPIE). It argues that current auditing practices lack independence and fail to account for global inequalities, particularly regarding human rights and environmental degradation. The proposed framework consists of seven key characteristics: audit scope, auditor roles, stakeholder engagement, context-adapted standards, evidence requirements, auditing methods, and post-audit activities. It emphasizes the need for transparent, multi-stakeholder driven audits that can identify systemic harms such as bias and labor exploitation.
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Document type: Executive summary
A LOOK BACK 2024
WWF's 2024 review highlights efforts to combat climate change and biodiversity loss through targeted programs. Key achievements include expanding the Food Waste Warriors program to 15 new cities, enrolling 1 million acres in the Ranch Systems and Viability Planning network, and contributing to a global tiger population increase to 5,574. The report also details human-wildlife conflict mitigation in the KAZA region, elephant tracking in India, and the establishment of the Tribal Buffalo Lifeways Collaboration in North America.
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Document type: Report
Living Planet Report 2024
The Living Planet Report 2024 documents a 73% average decline in monitored wildlife populations from 1970 to 2020, with freshwater species suffering the most (85%). The report warns that cumulative pressures from habitat loss, overexploitation, and climate change are pushing ecosystems toward irreversible tipping points, such as the potential collapse of the Amazon rainforest and coral reefs. It argues that current national commitments for biodiversity and climate are insufficient, and calls for a systemic transformation of the global food system (the leading cause of habitat loss), the energy system (the primary driver of climate change), and the financial system (which currently provides almost US$7 trillion annually in nature-negative flows).
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Document type: Report
INFORME PLANETA VIVO 2024
The Living Planet Report 2024 reveals a 73% average decline in monitored wildlife populations between 1970 and 2020, with freshwater species suffering the most (85%). The report warns that cumulative pressures from habitat loss, overexploitation, and climate change are pushing ecosystems toward irreversible tipping points, such as the collapse of the Amazon rainforest or coral reefs. It argues that current national commitments are insufficient to meet the 1.5°C climate goal or the Kunming-Montreal Global Biodiversity Framework targets. To avoid catastrophic failure, the document calls for a systemic transformation: shifting to nature-positive food production, tripling renewable energy capacity by 2030, and redirecting the $7 trillion in annual harmful subsidies toward nature-based solutions.
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Document type: Report
Rich countries must practice what they preach on fossil fuel phaseout
Reclaim Finance asserts that the 'transitioning away from fossil fuels' agreement at COP28 must be backed by concrete action from rich countries. It calls for the EU, US, Canada, Norway, the UK, and Australia to end domestic oil and gas production, stop their financial institutions from enabling global fossil fuel expansion, and provide concessional finance for just coal retirements and renewable energy deployment in the Global South.
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Document type: Statement
Cross-ideological antisemitism and the October 7th attacks
The document examines how disparate fringe movements—including the far right, far left, and Islamist groups—find common ground through shared antisemitic narratives. It highlights a trend of 'hybridisation' on social media where these groups cross-fertilise narratives, such as the belief that Jews possess disproportionate global power or the conspiracy theory that Israel was responsible for the October 7 attacks. The briefing argues that antisemitism is best predicted by conspiratorial worldviews and authoritarian preferences rather than specific left- or right-wing political views, and calls for a 'cross-harm perspective' to tackle these intersecting hate narratives.
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Document type: Briefing
The status of fossil fuel phase-out commitments across nations, regions, cities, and companies with net zero targets
The report finds a significant gap between net zero targets and actual fossil fuel phase-out commitments. While some progress is visible in corporate coal phase-outs and among European entities, the majority of analyzed countries and companies have not committed to ending fossil fuel activities on a timescale consistent with the Paris Agreement. National net zero targets cover 88% of global GHG emissions, but only 7% of those emissions are covered by at least one phase-out commitment.
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Document type: Report
Truth, Lies and Culture Wars: Social Listening Analysis of Meat and Dairy Persuasion Narratives
The report analyzes over 285 million social media posts from June 2022 to July 2023 to identify trends in meat and dairy misinformation. It categorizes misinformation into 'disparage' narratives targeting alternatives and 'enhance' narratives promoting animal products. The study finds that a small number of 'misinfluencers' drive significant engagement, often linking food systems to far-right conspiracy theories like 'The Great Reset'. These narratives are shown to undermine scientific consensus and hinder government efforts to reduce agricultural emissions in countries such as Ireland and the Netherlands.
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Document type: Executive summary
Reducing black carbon: A triple win for climate, health, and well-being
Black carbon (BC), or soot, is a potent short-lived climate pollutant resulting from incomplete combustion of fossil fuels and biomass. The report identifies the residential and transportation sectors as the primary sources, with China and India as the largest emitters. It highlights a 'triple win' of reducing BC: slowing global warming (particularly in the Arctic and Himalayas), preventing millions of premature deaths, and avoiding trillions in economic losses. Key recommendations include scaling clean cooking in sub-Saharan Africa and South Asia, retrofitting diesel engines with particulate filters, regulating shipping fuels, and incorporating BC into national climate plans (NDCs).
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Document type: Report
Half of the world has passed peak fossil power
Half of the world's economies are at least five years past a peak in fossil power generation, with 107 economies representing 38% of global electricity demand having seen emissions fall by nearly 20% over the last decade. While the EU, Oceania, and North America are in a period of decline, Asia and the Middle East are the only regions yet to reach a peak, though individual countries like Viet Nam and Japan show progress. The report emphasizes that the expansion of wind and solar is the primary driver of fossil fuel displacement, noting that without these technologies, power sector emissions would be 20% higher.
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Document type: Report
Capacity gaps for land-based mitigation technologies and practices
The research identifies 'understanding', 'awareness', and 'economic/finance' as the primary capacity gaps for land-based mitigation technologies and practices (LMTs) across five global regions. The authors suggest that addressing knowledge and understanding gaps is a critical first step to increase stakeholder attraction to LMTs. To support scaling, the paper recommends that policymakers develop dedicated support policies and regulatory frameworks, build markets, utilize carbon markets, and collaborate with local and Indigenous Peoples using bottom-up implementation plans and traditional knowledge.
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Document type: Research paper
Global review June-August 2023
Analysis using the Climate Shift Index (CSI) shows that human-caused climate change significantly increased the likelihood of record-shattering heat during the June-August 2023 period. Approximately 48% of the global population experienced at least 30 days where heat was made at least three times more likely by climate change (CSI level 3 or higher). The report highlights a stark inequity in exposure, noting that countries with the lowest historical emissions experienced three to four times more days of very strong climate fingerprints than G20 countries.
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Document type: Policy brief
How big is the Net Zero financing gap?
The report estimates that annual climate finance needs will rise to USD 6.2 trillion by 2030 and USD 7.3 trillion by 2050 to achieve Net Zero, while tracked global finance only surpassed USD 1 trillion for the first time in 2022. Transport and energy systems represent the largest investment needs, requiring at least USD 3.2 trillion and USD 2.1 trillion annually, respectively. The study highlights a significant disparity in finance distribution, with 75% of global spend concentrated in East Asia and the Pacific, Europe, and North America. It argues that public finance must act as a catalyst to mobilize private capital, particularly in developing economies where the cost of capital is significantly higher. While private sector commitments are growing—such as the 30 largest banks pledging USD 870 billion annually—the report notes that asset managers and owners have been slower to set quantifiable targets. Key recommendations include aligning stakeholder policies, supporting non-commercially viable technologies like CCUS and green hydrogen, and implementing just transition frameworks.
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Document type: Report
Climate change more than doubled the likelihood of extreme fire weather conditions in eastern Canada
The research finds that human-induced climate change significantly increased the intensity and probability of extreme fire weather in eastern Canada in 2023, particularly in Québec, where the cumulative severity of the fire season was approximately 50% more intense and at least seven times more likely to occur.
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Document type: Research paper