AI and the Future of Learning

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Opinion

Artificial intelligence is reshaping how learners, teachers, and creators engage with education across the continent. A new wave of AI innovation transforming learning across countries on the African continent — from chat-based tutors to hybrid hubs and gamified farms. Credit: UNICEF

 
Through initiatives such as Digital Skills for Africa, Lumo Hubs, and Luma Learn, innovators are breaking barriers of access, cost, and language to build inclusive, localized learning systems.

UNITED NATIONS, Nov 19 2025 (IPS) – “Sometimes the best way to grasp a concept,” says Chris Folayan, co-founder and executive officer of Luma Learn, “is to learn it in your native language.”


Seventeen-year-old South African Simphiwe is one of more than 10,000 learners already using Luma Learn, an AI-powered tutor platform. For him, artificial intelligence isn’t an abstract idea: it is a personal tutor that is patient, consistent, and always online.

When on his phone, he’s not always chatting with a classmate or scrolling through social media. Many times, he’s studying physics with Luma Learn, that replies instantly, even in IsiZulu, his mother tongue.

Across several countries on the African continent, innovators like Folayan, Nthanda Manduwi, and Anie Akpe are reimagining what education can look like: localised, practical, and accessible to anyone with a phone or connection.

Together, they’re building a new learning ecosystem: one where AI isn’t replacing teachers but multiplying their reach.”

Nthanda Manduwi: Turning digital skills into interactive ecosystems

“I’ve always believed that technology can democratize opportunity,” says Nthanda Manduwi, founder of Digital Skills for Africa (DSA) and Q2 Corporation. “AI gives us a real chance to leapfrog the barriers that have slowed Africa’s progress, from infrastructure gaps to unequal access to training.”

Her journey began with Digital Skills for Africa, a platform designed to equip young people with practical tech competencies from AI and automation to no-code tools and digital marketing.

“Our courses like ‘Effective Use of AI’ or ‘AI and the Future of Digital Marketing’ were created to help learners not only understand AI but actually apply it,” she explains. “You leave with real, marketable skills you can use to build something or get hired.”

But scaling that vision revealed a challenge many edtech startups face. “We realised enthusiasm alone doesn’t pay the bills,” she says. “There was low willingness to pay for courses, even from institutions. So, we had to rethink how to make digital learning sustainable.”

That rethink led to Q2 Corporation, her new venture linking learning with livelihood. Under Q2’s umbrella sits Kwathu Farms—an innovative gamified agricultural simulator where users learn how to manage farms, predict supply chain issues, and test business models before investing real money.

“AI makes the learning immersive,” Ms. Manduwi explains. “Through simulations, learners can see how weather or market shocks affect yield, and how small decisions impact entire value chains. It turns agriculture into a classroom. And a business lab.”

Behind these simulations run Q2’s proprietary engines, NoxTrax and AgroTrax, which apply AI to real-time logistics and resource management. “It’s about showing that AI isn’t just for coders,” she says. “It’s for farmers, small businesses, anyone who wants to think and plan more intelligently.”

Ms. Manduwi’s mission remains rooted in access. “For Africa to truly benefit from AI, it can’t be an elite tool. It must live where people already are: on their phones, in their communities, in local languages.”

Anie Akpe: Creating spaces where AI meets human creativity

Where Ms. Manduwi builds ecosystems, Anie Akpe builds spaces. Through her work with African Women in Technology (AWIT)and Lumo Hubs, Ms. Akpe has spent over a decade helping innovators, especially women, turn curiosity into competence.

“With AWIT, I started by organising conferences across the continent,” she recalls. “We created safe spaces where women could connect with mentors and learn skills that weren’t taught in schools: digital literacy, entrepreneurship, coding, design.”

Soon, even male students began asking to participate. “That’s when I realized it wasn’t just about women in technology. It was about us (Africans) finding a place in a digital world that was changing fast.”

The next step came naturally. “When AI began to disrupt industries, I saw that we couldn’t just talk about skills. We had to create environments where people could use those skills,” she says. “That’s how Lumo Hubs was born.”

Each hub combines education, creativity, and entrepreneurship. “In one space, you might find a student learning AI-assisted graphic design, a seamstress using AI to plan production, and a young podcaster recording a show in a studio powered by the hub,” Ms. Akpe explains. “The model is hybrid, physical and digital, so even small towns can host a Lumo Hub.”

She is also deliberate about sustainability. “Community members pay; students pay less. It’s important that we don’t depend only on grants,” she says. “That balance keeps the hubs alive and the learning continuous.”

At the heart of Lumo Hubs lies mentorship. “You can’t separate technology from human guidance,” Akpe insists. “AI helps scale learning, but mentorship builds confidence.” Her approach remains rooted in empowerment. “AI can level the playing field if used right. A young person in Lagos or Uyo doesn’t have to wait for opportunity. They can create it.”

Chris Folayan: A tutor that never sleeps

For Chris Folayan, the idea behind Luma Learn came from a simple observation: “The continent doesn’t just have an access problem. It has a teaching gap too.”

According to UNESCO, Sub-Saharan Africa will need 15 million new teachers in the next five years to meet demand. “With classrooms that sometimes have over 100 students per teacher, no one can give every child the help they need,” Mr. Folayan says. “That’s where Luma Learn steps in.”

Luma Learn is an AI tutor that runs on WhatsApp, not a separate app.

“We chose WhatsApp for a reason,” he explains. “It’s already on most phones, it’s free to message, works on low bandwidth, and keeps data safe through encryption. That means a child in a rural area can learn without worrying about internet costs or app installations.”

The platform adapts to the learner’s grade level, curriculum, and preferred language. “Whether you need algebra in English or history in Swahili, Luma Learn can teach, quiz, and explain at your level,” he says. “It learns how you learn.”

Mr. Folayan shares two powerful testimonies. In Durban, a mother named Happyness wrote that her son, after years of illness, seizures, and missed schooling, caught up with the rest of the class with help from Luma Learn.

“Every time Vuyo wants to know something about school, we just ask Luma! What’s great is that Luma explains in our native language, IsiZulu.”

In another case, Simphiwe, a Grade 11 student from KwaZulu-Natal, sent over 1,200 messages to Luma. “Luma Learn wasn’t just another study resource,” he said. “It became the personal teaching assistant I desperately needed.”

Shared goals: One vision, many pathways

Three innovators. Three different models. One shared purpose: to make AI work for Africa’s learners, not the other way around. Across their stories, several threads stand out.

First, access—from WhatsApp tutors to open learning hubs to gamified ecosystems that teach real-world problem-solving.

Second, localisation—learning in local languages, within familiar tools, and around community realities.

Third, empowerment—every model links knowledge directly to opportunity.

From Ms. Manduwi’s gamified farms to Ms. Akpe’s creative hubs, to Mr. Folayan’s WhatsApp tutor, future classrooms are already here — decentralised, digital, and deeply human.

As Ms. Manduwi puts it, “We must stop treating AI as something imported. It’s a tool we can mold to fit our own systems.”

Ms. Akpe echoes that sentiment: “Africa doesn’t lack talent. It lacks platforms that meet learners where they are.”

And Mr. Folayan completes the picture: “No teacher wants their student left behind. With AI, we can make sure no one is.”

At the end of the day, a student in Durban learns physics through Luma. A young designer in Uyo experiments with AI tools at a Lumo Hub. A farmer in Lilongwe tests market scenarios on Kwathu Farms. Each represents a different face of the same revolution — a continent using intelligence, both human and artificial, to learn without limits.

As Ms. Akpe says: “The vision is simple: a generation that doesn’t just survive AI disruption but thrives because of it.” And as Ms. Manduwi concludes: “AI is not a threat to Africa. It’s our greatest chance to catch up. And lead.”

Anie Akpe and Chris Folayan were participants at the Global Africa Business Initiative (GABI): Unstoppable Africa2025, held in New York City on the margins of the UN General Assembly in September. The platform helps foster networking, exposure to potential business partners, and garner support for their initiatives.

Source: Africa Renewal, United Nations

IPS UN Bureau

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Belém’s Hunger, Poverty Declaration Places World’s Most Vulnerable Populations at Centre of Global Climate Policy

Active Citizens, Africa, Aid, Artificial Intelligence, Asia-Pacific, Civil Society, Climate Action, Climate Change, COP30, Development & Aid, Editors’ Choice, Featured, Food and Agriculture, Food Systems, Global, Headlines, Humanitarian Emergencies, Latin America & the Caribbean, TerraViva United Nations, Trade & Investment

Food Systems


If we do not have our land and healthy territory, we do not have healthy food, and without food we do not survive. Food must become a centerpiece in the global climate discourse, and it is not just about any food, but healthy food that aligns with our ancestry and local traditions and spirituality. —Juliana Kerexu Mirim Mariano, activist

Juliana Kerexu Mirim Mariano, coordinator for the Guarani Yvyrupa Commission that advocates for the rights of Guarani peoples in southern and southeastern Brazil. Credit: Joyce Chimbi/IPS

Juliana Kerexu Mirim Mariano, coordinator for the Guarani Yvyrupa Commission that advocates for the rights of Guarani peoples in southern and southeastern Brazil. Credit: Joyce Chimbi/IPS

BELÉM, Brazil, Nov 14 2025 (IPS) – A young woman at COP30 speaks about retracing her father’s footsteps. At only 16, her father and her grandfather were among the first families displaced by an unfolding climatic crisis of erratic weather and worsening climate conditions that goes on to date from their ancestral village in Sundarbans. Nearly 60 years later, she is on a mission to reclaim her ancestral lands.


The Sundarbans is the world’s largest mangrove forest, located on the delta of the Ganges, Brahmaputra, and Meghna rivers in the Bay of Bengal, straddling the border of India and Bangladesh.

This complex ecosystem is a vital habitat for the Royal Bengal tiger and other wildlife, while also providing critical ecosystem services like storm protection and livelihoods for millions of people. It is a UNESCO World Heritage Site and faces threats from climate change, rising sea levels, and human activities.

She said farming activities in the Sundarbans have been severely disrupted and degraded by environmental changes, primarily increased soil and water salinity, more frequent and intense cyclones, and sea-level rise. These factors have led to a decline in crop productivity, changes in traditional farming patterns, and a shift in livelihoods towards aquaculture and migration.

But the Sundarbans do not stand alone. From across the global South, delegates are speaking about their shared tragedies of weather patterns out of joint with their farming systems.

Juliana Kerexu Mirim Mariano, the coordinator of the Guarani Yvyrupa Commission, told IPS her organization advocates “for the rights of Guarani peoples in southern and southeastern Brazil, particularly the recovery of their ancestral lands in the Atlantic Forest.

The Belém Declaration on Hunger, Poverty, and Human-Centered Climate Action, launched during the COP30 Leaders Summit, places the world’s most vulnerable populations at the center of global climate policy. Credit: Joyce Chimbi/IPS

The Belém Declaration on Hunger, Poverty, and Human-Centered Climate Action, launched during the COP30 Leaders Summit, places the world’s most vulnerable populations at the center of global climate policy. Credit: Joyce Chimbi/IPS

“Its mission is to organize a political struggle for land demarcation, which is vital for preserving cultural traditions and way of life. The commission works to secure land rights, and its efforts align with the preservation of the Atlantic Forest biome, as the Guarani have lived in the region for centuries and their culture is deeply connected to its biodiversity.”

“Within our territories, we do annual plantations for us to continue producing our sacred food, preserving our traditional ceremonies, which are linked to us and to spirituality. Our spirituality is directly connected to our food, to our plantations, to our land,” she explained.

“But all these are now under threat. We have seen this abrupt change and emergencies caused by climatic changes. So, for example, in our village, we have not been able to harvest food for more than three years.

“We have only managed to keep our sacred seeds because either it rains too much or it rains too little—at the time of the annual plantations, we have only managed to maintain the part of the traditional ceremonies that is spiritual.”

Njagga Touray, Party representative from the Gambia in West Africa, told IPS that “the food situation in the country, just like many others, is not very promising. Climate change leads to land degradation due to increasingly erratic rainfall, which decreases our production; we need to feed a growing population and plan for the next generation.”

The COP30 agenda is alive in this dire situation. The Belém Declaration on Hunger, Poverty, and Human-Centered Climate Action, announced and endorsed by 44 countries last week, launched a new Climate-Resilient Social Protection and Smallholder Agriculture Finance Partnership.

Delegates say this progress has instilled a renewed sense of optimism—proving that elevating adaptation and unleashing technology within the world’s farming systems helps the global community to redefine resilience, transforming vulnerability into strength and ambition into action.

Recognizing the fundamental role of combating hunger and poverty for climate justice, a new Climate-Resilient Social Protection and Smallholder Agriculture Finance Partnership has already been launched under the COP30 Action Agenda.

This partnership supports the Plan to Accelerate Solutions (PAS) by setting clear goals to encourage action and monitor progress, which includes helping countries like Benin, Ethiopia, Kenya, Zambia, and the Dominican Republic create plans for social protection, support small farms, and improve access to water.

The PAS brings countries together with international partners and subnational networks to align national ambition with local action, integrate local priorities into NDCs, and institutionalize multilevel governance as a foundation for achieving the Paris Agreement’s goals.

By 2028, the plan is expected to have established a joint coordination group of climate finance donors to align portfolios in support of efforts to combat hunger and poverty. Importantly, the launch builds on the November 7, 2025 adoption of the Belém Declaration on Hunger, Poverty, and Human-Centered Climate Action by 44 countries, a landmark commitment developed with the Global Alliance Against Hunger and Poverty during the COP30 Leaders Summit held just days before the start of the UN climate conference.

Furthermore, two innovative digital tools have also been launched to support climate-smart agriculture at scale. Brazil and the UAE, in partnership with the Gates Foundation, Google, and leading global agricultural institutions, announced the world’s first open-source AI Large Language Model (LLM) for agriculture, a breakthrough toward a more resilient and equitable global food system.

Secondly, the AIM for Scale, a farmer-centered AI forecasting tool, could empower over 100 million farmers by 2028 by providing real-time insights that strengthen climate-smart decision-making, risk preparedness, and inclusive innovation across agricultural systems worldwide.

The Agricultural Innovation Showcase high-level event will serve as a media and political platform for governments and philanthropic leaders to announce a multi-billion-dollar package of support to fund agricultural innovations that help farmers in lower-income regions adapt to the impacts of climate change and build resilience. Nearly USD 2.8bn has been announced for farmer adaptation and resilience to strengthen global food systems.

International donors have also announced over USD 2.8bn for farmer adaptation and resilience to strengthen global food systems. In support of the COP30 Brazil Presidency’s call to make COP30 the COP of implementation, the commitments are aimed at increasing support for smallholder farmers in poorer regions who are bearing the brunt of worsening weather extremes. The donor funds will be invested in technologies and tools to help farmers adapt, build resilience, and strengthen local food systems that feed and employ billions of people.

“Agricultural innovation is the engine of climate resilience,” Martin van Nieuwkoop, Director of Agricultural Development, Gates Foundation.

Back to those on the frontlines of climate change, where it intersects with food systems, ancestry, and traditions, like those of Mirim Mariano—it is a race against time.

“If we do not have our land and healthy territory, we do not have healthy food, and without food we do not survive. Food must become a centerpiece in the global climate discourse, and it is not just about any food, but healthy food that aligns with our ancestry and local traditions and spirituality.”

This feature is published with the support of Open Society Foundations.

IPS UN Bureau Report

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The AI Revolution – A Way Forward

Artificial Intelligence, Civil Society, Development & Aid, Global, Headlines, Landlocked Developing Countries, Least Developed Countries, Small Island Developing States, Sustainable Development Goals, TerraViva United Nations, Trade & Investment

Opinion

GEBZE, Türkiye, Nov 14 2025 (IPS) – Artificial intelligence (AI) is rapidly changing our world. It has helped a few companies in developed countries set record-breaking profits. Last month, Nvidia, a leading US AI company, hit a market value of USD 5 trillion.


Nvidia, together with the other six technology companies known as the Magnificent Seven, reached a market capitalisation of USD22 trillion. This value easily eclipses the combined GDP of the world’s 44 Least Developed Countries (LDCs), Small Island Developing States and Landlocked Developing Countries.

These businesses continue to make massive investments in this transformational technology. Not only are investments being made in AI for the future, but benefits are also already being reaped as it accelerates global commerce and rapidly transforms markets.

According to the World Economic Forum, AI is streamlining supply chains, optimising production, and enabling data-driven trade decisions, giving companies a big competitive edge in global markets.

Thus far, the beneficiaries have been those living in the developed world, and a few developing countries with high technological capacities, like India.

By and large, developing countries have lagged far behind this technological revolution. The world’s 44 LDCs and the Small Island Developing States are those that have been almost completely left out.

According to UNCTAD, LDCs risk being excluded from the economic benefits or the AI revolution. Many LDCs and Small Island Developing States struggle with limited access to digital tools, relying on traditional methods for trade documentation, market analysis, and logistics. This is happening as others race ahead.

This widening gap threatens to marginalize these countries in international trade and underscores the urgency of ensuring they can participate fully in the AI-driven global economy.

AI holds transformative potential for developing countries across sectors critical to economic growth and trade. The World Bank has noted that in agriculture, AI-driven tools can improve crop yields, forecast market demand, and enhance supply chain efficiency. It can also strengthen food security and export earnings. In trade and logistics, AI can optimize operations, reduce transaction costs, and help local producers access new markets.

Beyond commercial applications, AI can bolster disaster preparedness, enabling governments and businesses to allocate resources efficiently and minimize losses. The use of AI can be a game changer in responding to massive natural disasters such as the one caused by Hurricane Melissa in Jamaica a few days ago.

Despite these opportunities, the poorest and most vulnerable countries face significant hurdles in accessing and benefiting from AI. The International Telecommunications Union has noted that many countries lack reliable electricity, broadband connectivity, and computing resources, impeding the deployment of AI technologies. This is compounded by human capacity constraints and limited fiscal space to make the requisite investments.

Given this, what is the best way forward for the world’s poorest and most vulnerable countries? Firstly, policy and governance frameworks for leveraging AI for development transformation are urgently, and we can learn from others.

For example, Rwanda, a leader in the field of using technology to drive transformation has developed a National Artificial Intelligence Policy. Another example is Trinidad and Tobago, which recently established a Ministry of Public Administration and Artificial Intelligence.

Secondly, capacity building, especially for policy leaders, is key. This must be augmented by making the requisite investments in universities and centers of excellence. Given the importance of low-cost and high-impact solutions, building partnerships with institutions in the global south is absolutely vital.

Finally, financing remains key. However, given the downward trends in overseas development assistance, accessing finance, especially grant and concessional resources from other sources will be important. Consequently, international financial institutions, especially the regional development banks, have a critical role to play.

Since the countries themselves are shareholders, every effort should be made to establish special purpose windows of grants and concessional financing to help accelerate adoption of relevant, low-cost, relevant and high-impact AI technological solutions.

In an adverse financing environment, achieving the above will be difficult. This is where Tech Diplomacy comes in and must be a central element of a country’s approach to foreign policy. This will be the subject of another piece.

In summary, AI is shaping and changing the world now. For the poorest and most vulnerable countries, all is not lost. With strategic investments, forward-looking and inclusive policies, and international cooperation via Tech Diplomacy, AI can become a powerful tool for their sustainable growth and development.

Deodat Maharaj, a national of Trinidad and Tobago, is presently the Managing Director of the United Nations Technology Bank for the Least Developed Countries. He can be contacted at: deodat.maharaj@un.org

IPS UN Bureau

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Without Truth, There Can Be No Climate Justice—Experts

Active Citizens, Artificial Intelligence, Civil Society, Climate Action, Climate Change Justice, Conferences, COP30, Editors’ Choice, Featured, Headlines, Human Rights, Sustainable Development Goals, TerraViva United Nations

COP30


The fossil fuel industry has polluted our art, and now it’s polluting our information. So, we clearly say: stop the lies. —Brazilian political scientist Rayana Burgos

Climate misinformation experts Rayana Burgos (right) and Pierre Cannet (left) at COP30. Credit: Tanka Dhakal/IPS

Climate misinformation experts Rayana Burgos (right) and Pierre Cannet (left) at COP30. Credit: Tanka Dhakal/IPS

BELÉM, Brazil, Nov 12 2025 (IPS) – Concerned scientists at the UN climate conference in Belém are appealing for collective action to combat climate change-related misinformation and disinformation.


The Union of Concerned Scientists (UCS) sounded the alarm over the widespread dissemination of climate disinformation across multiple fronts, including social media and traditional media platforms, warning that it impacts public health, undermines democracy, and weakens the effectiveness of climate policies.

“Disinformation is everywhere. It’s sophisticated. It’s evolving rapidly,” said J. Timmons Roberts, Professor of Environmental Studies and Sociology at Brown University. “Structural power deploys disinformation to preserve the status quo. The fossil fuel industry spends about 10 times as much as the environmental and renewable energy sectors combined.”

Experts at the Union of Concerned Scientists (UCS) climate information integrity press conference at COP30. Credit: Tanka Dhakal/IPS

Experts at the Union of Concerned Scientists (UCS) climate information integrity press conference at COP30. Credit: Tanka Dhakal/IPS

Roberts, the Executive Director of the Climate Social Science Network, emphasized the need to understand the tactics, key actors, and the flow of power, money, and information to tackle climate disinformation.

“There’s a series of tactics that offer effective solutions to this disinformation—for example, appealing to conservative identities, to the identities of the people you’re speaking to, and using debunking and pre-bunking strategies,” he said. “You have to have the right messengers.”

In an open letter, a global coalition of scientists, civil society groups, Indigenous Peoples, and faith leaders called on policymakers to take immediate action to combat climate misinformation and uphold information integrity. They emphasized that both the UN and the World Economic Forum have identified climate change and disinformation as among the greatest threats to humanity.

“Governments need to see this [climate disinformation] as a kind of public safety issue,” said Ben Backwell, CEO of the Global Wind Energy Council. “This is not freedom of speech. This is the control of libraries and communications by very confident people.”

He stressed the importance of democratizing media and increasing independent journalism to counter a media ecosystem dominated by a wealthy few.

At a press conference on Tuesday—designated as the official thematic day on information integrity—experts warned that climate misinformation causes real-time harm and that major platforms, including Meta, X, and TikTok, are actively spreading misinformation, disinformation, or false information.

“Disinformation and misinformation are their business model,” said Pierre Cannet, Global Head of Public Affairs and Policy at ClientEarth. “This is why we are calling on countries to join this effort for information integrity—not just at the conference, but also back home—and to enforce laws that address misinformation and disinformation.”

Experts emphasized that collaboration across all levels of society is essential to overcoming coordinated misinformation campaigns, which are often driven by profit motives, particularly from the fossil fuel industry.

Rayana Burgos, a Brazilian political scientist at the Network of Terreiro Communities for the Environment, stated that without truth, there can be no climate justice or final action.

“The fossil fuel industry has polluted our art, and now it’s polluting our information. So, we clearly say: stop the lies, stop the delay,” she added. “We need to act together. Access to information is a human right.”

This feature is published with the support of Open Society Foundations.

IPS UN Bureau Report

 

From Algorithms to Accountability: What Global AI Governance Should Look Like

Artificial Intelligence, Civil Society, Featured, Global, Global Governance, Headlines, Human Rights, International Justice, IPS UN: Inside the Glasshouse, TerraViva United Nations

Opinion

The International Telecommunication Union (ITU) is a specialized agency of the United Nations. Credit: ITU/Rowan Farrell

 
Artificial intelligence holds vast potential but poses grave risks, if left unregulated, UN Secretary-General António Guterres told the Security Council on September 24.

ABUJA, Nigeria, Oct 14 2025 (IPS) Recent research from Stanford’s Institute for Human-Centered AI warns that bias in artificial intelligence remains deeply rooted even in models designed to avoid it and can worsen as models grow. From bias in hiring of men over women for leadership roles, to misclassification of darker-skinned individuals as criminals, the stakes are high.


Yet it’s simply not attainable for annual dialogues and multilateral processes as recently provisioned for in Resolution A/RES/79/325 for the UN to keep up to pace with AI technological developments and the cost of this is high.

Hence for accountability purposes and to increase the cost of failure, why not give Tech Companies whose operations are now state-like, participatory roles at the UNGA?

When AI Gets It Wrong: 2024’s Most Telling Cases

In one of the most significant AI discrimination cases moving through the courts, the plaintiff alleges that Workday’s popular artificial intelligence (AI)-based applicant recommendation system violated federal antidiscrimination laws because it had a disparate impact on job applicants based on race, age, and disability.

Judge Rita F. Lin of the US District Court for the Northern District of California ruled in July 2024 that Workday could be an agent of the employers using its tools, which subjects it to liability under federal anti-discrimination laws. This landmark decision means that AI vendors, not just employers, can be held directly responsible for discriminatory outcomes.

In another case, the University of Washington researchers found significant racial, gender, and intersectional bias in how three state-of-the-art large language models ranked resumes. The models favored white-associated names over equally qualified candidates with names associated with other racial groups.

In 2024, a University of Washington study investigated gender and racial bias in resume-screening AI tools. The researchers tested a large language model’s responses to identical resumes, varying only the names to suggest different racial and gender identities.

The financial impact is staggering.

A 2024 DataRobot survey of over 350 companies revealed: 62% lost revenue due to AI systems that made biased decisions, proving that discriminatory AI isn’t just a moral failure—it’s a business disaster. It’s too soon for an innovation to result in such losses.

Time is running out.

A 2024 Stanford analysis of vision-language models found that increasing training data from 400 million to 2 billion images made larger models up to 69% more likely to label Black and Latino men as criminals. In large language models, implicit bias testing showed consistent stereotypes: women were more often linked to humanities over STEM, men were favored for leadership roles, and negative terms were disproportionately associated with Black individuals.

The UN needs to take action now before these predictions turn into reality. And frankly, the UN cannot keep up with the pace of these developments.

What the UN Can—and Must—Do

To prevent AI discrimination, the UN must lead by example and work with governments, tech companies, and civil society to establish global guardrails for ethical AI.

Here’s what that could look like:

Working with Tech Companies: Technology companies have become the new states and should be treated as such. They should be invited to the UN table and granted participatory privileges that both ensure and enforce accountability.

This would help guarantee that the pace of technological development—and its impacts—is self-reported before UN-appointed Scientific Panels reconvene. As many experts have noted, the intervals between these annual convenings are already long enough for major innovations to slip past oversight.

Developing Clear Guidelines: The UN should push for global standards on ethical AI, building on UNESCO’s Recommendation and OHCHR’s findings. These should include rules for inclusive data collection, transparency, and human oversight.

Promoting Inclusive Participation: The people building and regulating AI must reflect the diversity of the world. The UN should set up a Global South AI Equity Fund to provide resources for local experts to review and assess tools such as LinkedIn’s NFC passport verification.

Working with Africa’s Smart Africa Alliance, the goal would be to create standards together that make sure AI is designed to benefit communities that have been hit hardest by biased systems. This means including voices from the Global South, women, people of color, and other underrepresented groups in AI policy conversations.

Requiring Human Rights Impact Assessments: Just like we assess the environmental impact of new projects, we should assess the human rights impact of new AI systems—before they are rolled out.

Holding Developers Accountable: When AI systems cause harm, there must be accountability. This includes legal remedies for those who are unfairly treated by AI. The UN should create an AI Accountability Tribunal within the Office of the High Commissioner for Human Rights to look into cases where AI systems cause discrimination.

This tribunal should have the authority to issue penalties, such as suspending UN partnerships with companies that violate these standards, including cases like Workday.

Support Digital Literacy and Rights Education: Policy makers and citizens need to understand how AI works and how it might impact their rights. The UN can help promote digital literacy globally so that people can push back against unfair systems.

Lastly, there has to be Mandates for intersectional or Multiple Discriminations Audits: AI systems should be required to go through intersectional audits that check for combined biases, such as those linked to race, disability, and gender. The UN should also provide funding to organizations to create open-source audit tools that can be used worldwide.

The Road Ahead

AI is not inherently good or bad. It is a tool, and like any tool, its impact depends on how we use it. If we are not careful, AI could lengthen problem-solving time, deepen existing inequalities, and create new forms of discrimination that are harder to detect and harder to fix.

But if we take action now—if we put human rights at the center of AI development—we can build systems that uplift, rather than exclude.

The UN General Assembly meetings may have concluded for this year, the era of ethical AI has not. The United Nations remains the organization with the credibility, the platform, and the moral duty to lead this charge. The future of AI—and the future of human dignity—may depend on it.

Chimdi Chukwukere is an advocate for digital justice. His work explores the intersection of technology, governance, Big Tech, sovereignty and social justice. He holds a Masters in Diplomacy and International Relations from Seton Hall University and has been published at Inter Press Service, Politics Today, International Policy Digest, and the Diplomatic Envoy.

IPS UN Bureau

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The Risks Artificial Intelligence Pose for the Global South

Armed Conflicts, Artificial Intelligence, Civil Society, Development & Aid, Featured, Headlines, Human Rights, Sustainable Development Goals, TerraViva United Nations

Artificial Intelligence

UN Secretary General António Guterres addresses the session “Strengthening multilateralism, economic - financial affairs and artificial intelligence” on July 6 at the 17th summit of BRICS in Rio de Janeiro. For the first time ever, artificial intelligence was a major topic of concern at the BRICS summit. Credit: UN Photo/Ana Carolina Fernandes

UN Secretary General António Guterres addresses the session “Strengthening multilateralism, economic – financial affairs and artificial intelligence” on July 6 at the 17th summit of BRICS in Rio de Janeiro. For the first time ever, artificial intelligence was a major topic of concern at the BRICS summit. Credit: UN Photo/Ana Carolina Fernandes

UNITED NATIONS, Jul 14 2025 (IPS) – Artificial intelligence (AI) is rapidly developing and leaving its mark across the globe. Yet the implementation of AI risks widening the gap between the Global North and South.


It is projected that the AI market’s global revenue will increase by 19.6 percent each year. By 2030, AI could contribute USD 15.7 trillion to the global economy. However, the increases to nations’ GDP will be unequally dispersed, with North America and China experiencing the most gains while the Global South gains far less.

The risks of AI to the Global South

Due to smaller capacities to fund research, development and implementation, fewer countries in the Global South are adopting AI technology. Access to affordable AI compute to train AI models is one of the AI field’s greatest barriers to entry in the Global South, according to the 2024 UN report, “Governing AI for Humanity.”

Further, AI is designed to create profitable market extraction that does not benefit the global majority, according to Vilas Dhar, President and Trustee of the Patrick J. McGovern Foundation. As countries in the Global North are AI’s primary investors, it is being developed to address their needs.

“The result is a quiet erosion of political and economic autonomy,” he said. “Without deliberate intervention, AI risks becoming a mechanism for reinforcing historical patterns of exploitation through technical means. It also risks losing the incredible value of diverse, globally minded inputs into designing our collective AI future.”

Across the world, people risk losing their jobs to AI, but many countries in the Global South are reliant on labor intensive industries, and AI poses a greater threat to increasing unemployment and poverty. Particularly children, women, youths, people with disabilities, older workers, creatives and people with jobs susceptible to automation are at risk.

According to Daron Acemoglu, professor at the Massachusetts Institute of Technology, labor-replacing AI poses a greater threat to workers in the developing world, as capital-intensive technology may not be useful in these nations where oftentimes capital is scarce and labor is abundant and cheap. Technology that prioritizes labor-intensive production is better suited to their comparative advantage.

“Because advanced economies have no reason to invest in such labor-intensive technologies, the trajectory of technological change will increasingly disfavor poor countries,” he said.

If these trends continue, these nations will experience increased unemployment and fall behind in the deployment of capital-intensive AI, due to limited financial resources and digital skill sets. More AI policies and guidelines, as well as education on data privacy and algorithmic bias, could assist in reducing this inequality.

Evidently, AI threatens to widen the gap between the Global North and South, as AI capacities are consolidated within a small group of institutions and regions. In Dhar’s view, AI will need to be designed to serve people and problems rather than be focused on profit maximization.

“If left unaddressed, this imbalance will cement a way of thinking about the world that mirrors the development of the Internet or social media – a process we do not want to replicate,” Dhar said.

Opportunities of the new technology

But the development of AI also poses opportunities for the Global South.

AI could design context-specific systems for local areas in the Global South that are not just based on the Global North, according to Dhar. “It can unlock new models of inclusion and resilience,” he said.

For example, AI could aid farmers in decision-making by informing them of weather and drought predictions using geospatial intelligence, as well as of marketing price information. AI could also help train farmers and other producers. It can also be used to improve education and healthcare in nations where these are major issues harming their populations and stunting development.

Acemoglu said that AI should be developed to complement rather than replace human labor for these benefits to become possible. “That will require forward-looking leadership on the part of policymakers,” he said.

AI in conflict

AI is also starting to make an appearance in conflict. In Ukraine, autonomous drones are being used, which are capable of tracking and engaging enemies, as well as BAD.2 model robot dogs, which are ground drones that can survey areas for enemies. Autonomous machine guns are also used, in which AI helps spot and target enemies.

The use of AI in conflict poses an ethical dilemma. AI could protect human lives on one side of the conflict but pose a great threat to the lives on the other end of the battlefield. This also raises the question of whether AI should be given the power to engage in harm.

But perhaps the use of AI can reduce the number of people engaging in conflicts harming developing countries and move these people to other sectors where they can realize more potential and aid their country’s economic development.

What international frameworks should do

Clear international frameworks must be established to prevent a rise in inequality and a greater gap between the Global North and South.

For the first time ever, AI was a major topic of discussion at the 17th BRICS summit, which serves as a coordination forum for nations from the Global South, in Rio de Janeiro. BRICS member countries signed the Leaders’ Declaration on Global Governance of Artificial Intelligence, which presents guidelines to ensure AI is developed and used responsibly to advance sustainability and inclusive growth.

The declaration called on members of the UN to promote including emerging markets and developing countries (EMDCs) and the Global South in decision-making regarding AI.

“New technologies must operate under a governance model that is fair, inclusive, and equitable. The development of AI must not become a privilege for a handful of countries, nor a tool of manipulation in the hands of millionaires,” Brazilian president Luiz Inácio Lula da Silva said at the summit.

However, the UN report “Governing AI for Humanity” found that 118 countries, most of which are in the Global South, were not part of a sample of non-UN AI governance initiatives, while seven countries, all of which are in the Global North, were included in all initiatives.

According to Dhar, global governance must create a more equitable distribution of power that entails sharing ownership and embedding the Global South at every level of institutions, agreements and investments, rather than simply for consultation. These nations must also be aided in building capacity, sharing infrastructure, scientific discovery and participation in creating global frameworks, he said.

In his remarks at the BRICS summit, UN Secretary-General António Guterres expressed his concern over the weaponization of AI and stressed the importance of AI governance that is focused on equity. He said in order for this to be done, the current “multipolar world” must be addressed.

“We cannot govern AI effectively—and fairly—without confronting deeper, structural imbalances in our global system,” Guterres said.

Dhar emphasized that the inclusion of every person in the conversation on AI is crucial to creating legitimate global technological governance.

The future of AI is being negotiated with immediacy and urgency,” Dhar said. “Whether it becomes a force for collective progress or a new vector for inequality depends on who is empowered to shape it.”

IPS UN Bureau Report

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