Anatomy of an AI System

Ulrich Graute • 25 February 2025

What supply chain stands behind an AI system? The case of the Amazon Echo as an anatomical map of human labor, data and planetary resources

Click to see the map in the full scale or download map in pdf format here https://anatomyof.ai/img/ai-anatomy-map.pdf.

Behind the screen

Firstly. the main mystery is the technology and software behind AI platforms and applications. Even AI researchers have difficulties understanding eg how exactly the partly hidden multi-layers of neural networks interact in machine learning to produce language, voice, or visualization. Similarly, brain researchers have difficulties understanding how the 86 billion neurons and trillion synaptic connections of the human brain produce out of their constantly fluctuating electrochemical process human self-awareness, memories, cognitive functions, and all other contributors to intelligence.

Secondly, users of AI usually don't see behind the screen and thus they don't see what it needs to produce AI.

In response to the second mystery Kate Crawford and Vladan Joler produced already in 2018 an anatomy of an AI system. They chose the example of Amazon Echo which you may know as Alexa from your own home:

'A cylinder sits in a room. It is impassive, smooth, simple and small. It stands 14.8cm high, with a single blue-green circular light that traces around its upper rim. It is silently attending. A woman walks into the room, carrying a sleeping child in her arms, and she addresses the cylinder.

‘Alexa, turn on the hall lights’

The cylinder springs into life. ‘OK.’ The room lights up. The woman makes a faint nodding gesture, and carries the child upstairs.

This is an interaction with Amazon’s Echo device. 3 A brief command and a response is the most common form of engagement with this consumer voice-enabled AI device. But in this fleeting moment of interaction, a vast matrix of capacities is invoked: interlaced chains of resource extraction, human labor and algorithmic processing across networks of mining, logistics, distribution, prediction and optimization. The scale of this system is almost beyond human imagining.'

Crawford and Joler mapped what's needed in the background to produce this seemingly simple tool.

The map is comprehensive, and you have to zoom in to identify how important the Global South is, for example, to extract minerals needed for production or to prepare and label data.

The basics of AI include computing power, data, and algorithms but they work only with enormous input of finances, electricity, talent, research, creativity and an enabling regulatory framework. But at the beginning of the process stands the relation between value extraction and production and it represents one of the basic elements of a map, from the geological process, through life as a consumer AI product, and ultimately to death in an electronics dump.

While leaders in the tech industry underscore how much AI can increase opportunities and prosperity for all, authors like Crawford or Rachel Adams analyze how the new technologies and their global supply chain are already now exacerbating economic and social inequalities due to uneven rates of investment, adoption, and use of the new technologies. To quote from the paper by Crawford and Joler: 'Amnesty has documented children as young as 7 working in the mines. In contrast, Amazon CEO Jeff Bezos, at the top of our fractal pyramid, made an average of $275 million a day during the first five months of 2018, according to the Bloomberg Billionaires Index. A child working in a mine in the Congo would need more than 700,000 years of non-stop work to earn the same amount as a single day of Bezos’ income.'

This is one reason why researchers and practitioners from a broad range of disciplines and backgrounds founded earlier this month in Paris the International Association for Safe and Ethical Artificial Intelligence (IASEAI), stating, 'Ensuring safe and ethical artificial intelligence is a global challenge. We must work together to achieve it.'

A closing note for all those concerned about the governance of AI as a risk for the development of AI: Please compare other sectors like automobile, airplane, and train production and traffic. These are highly regulated industries where every essential screw or material to be used needs to be certified to reduce the risks of accidents. And users appreciate the security provided. To think that nothing similar is needed for AI safety and ethics is ignoring the risks. As the President of IASEAI and computer scientist Stuart Russel wrote "The development of highly capable AI is likely to be the biggest event in human history. The world must act decisively to ensure it is not the last event in human history."

References

Kate Crawford and Vladan Joler (2018) Anatomy of an AI System. The Amazon Echo as an anatomical map of human labor, data and planetary resources. https://anatomyof.ai/

Rachel Adams (2025) The New Empire of AI. The Future of Global Inequality. Polity Press, Cambridge.

Kate Crawford (2021) Atlas of AI. Yale University Press, New Haven and London.

Stuart Russel (2021/2024) Human Compatible. AI and the Problem of Control. Pinguin Random House, UK

International Association for Safe and Ethical Artificial Intelligence (IASEAI). https://www.iaseai.org/

< Older Post Newer Post >

Policies and Governance for Resilient and Sustainable Cities and Regions

Urban Sprawl as part of the solution for the affordable housing crisis in the USA?!

by Ulrich Graute • 14 April 2025

None of the following supports the idea that urban sprawl is required or even helpful to build sustainable cities. However, it is argued that it may be part of the solution for the crisis of affordable housing in many countries of the world. With this post, I would like to encourage a debate, eg, at the 61st ISOCARP World Planning Congress #WPC61 on 1-4 December 2025 in Riyadh, Saudi Arabia. In 1976 and alarmed by rapid and uncontrolled urban growth, particularly in the developing world, the UN General Assembly called for the First United Nations Conference on Human Settlements (Habitat I) addressing the challenges and future of human settlements. Housing remained at the focus of the United Nations Human Settlement Programme UN-Habitat ever since, and this was reconfirmed at Habitat III in Quito 2016. The New Urban Agenda recognizes and promotes a "right to the city," meaning the right of all inhabitants to have equal access to the benefits and opportunities that cities offer. It emphasizes a vision where urban spaces are designed and used collectively for the benefit of all, including those in informal settlements. Yes a vision, but overall, the Agenda is not very strategic and invites more to raising picking instead of integrated problem solving. Meanwhile, cities keep struggling to cope with fast urbanization, migration and growing demand for larger apartments. Urban sprawl is criticized since the 1950s and 60s because of its large demand for land. No densely populated urban areas have higher costs for the water, energy and transportation grid. In addition, developers often focus on profitable housing development while they don’t care for urban infrastructure, public spaces, schools etc. The New Urban Agenda promotes urban density as a key strategy for sustainable and efficient urban development but that doesn’t help those who a looking for housing now. Conor Dougherty is the author of the book Golden Gates: The Housing Crisis and a Reckoning for the American Dream published on 10 April 2025 in the New York Times the article “Why America Should Sprawl. The word has become an epithet for garish, reckless growth — but to fix the housing crisis, the country needs more of it.” He doesn’t make any effort to paint urban sprawl in rosy colors. Instead, he describes how eg in Princeton, Texas, the nation’s third-fastest-growing city, infrastructure has struggled to keep up with growth. He analyzes how difficult and slow-moving densification efforts in cities are and states, “Even if all the regulatory restraints were removed tomorrow, developers couldn’t find enough land to satisfy America’s housing needs inside established areas. Consequently, much of the nation’s housing growth has moved to states in the South and Southwest, where a surplus of open land and willingness to sprawl has turned the Sun Belt into a kind of national sponge that sops up housing demand from higher-cost cities. The largest metro areas there have about 20 percent of the nation’s population, but over the past five years they have built 42 percent of the nation’s new single-family homes, according to a recent report by Cullum Clark, an economist at the George W. Bush Institute, a research center in Dallas.” For instance, Celina, Texas (picture), has 54,000 residents, compared with 8,000 just a decade ago, and the population is projected to hit 110,000 by 2030. The lack of urbane infrastructure, employment, greenery, and community is striking, but people keep coming because of affordability. While planners and others prefer denser and walkable neighbourhoods like 15-minute-cities, the money to build related infrastructure in addition to houses is often missing or would reduce affordability. A dilemma. There are good reasons to criticize the trend described for the US by Conor Dougherty, but it provides a chance to attain affordable housing for people who cannot find it elsewhere. And the history of these satellite towns has demonstrated that the missing infrastructure, employment and community can be added lateron. It seems, urban sprawl is not the solution, but it might be part of the solution, isn’t it? Let's discuss this here or later on other occasions, like eg the 61st ISOCARP World Planning Congress 'Cities & Regions in Action: Planning Pathways to Resilience and Quality of Life 1-4 December 2025, in Riyadh, Kingdom of Saudi Arabia #WPC61. Reference: Why America Should Sprawl. The word has become an epithet for garish, reckless growth — but to fix the housing crisis, the country needs more of it. By Conor Dougherty. The New York Times, April 10, 2025 https://www.nytimes.com/2025/04/10/magazine/suburban-sprawl-texas.html?smid=nytcore-ios-share&referringSource=articleShare

We need the United Nations to be part of the solution, not of the problem

by Ulrich Graute • 8 March 2025

Picture: UN photo

About the challenge of providing advice on governance and development in times of disruption and transition

by Ulrich Graute • 22 February 2025

About the challenge of providing advice on governance and development in times of disruption and transition (English with German captatio ns) Deutsch: Ulrich spricht darüber, wie es ist, in Zeiten von Umbruch, Wandel und vielfachen Krisen als erfahrener Berater zu arbeiten. Obwohl die Situation nicht einfach ist, kann man daraus auch Chancen für effizientere Institutionen und Unternehmen sehen. Erfahrung und Flexibilität sind dabei wichtig, um neue Wege zu finden. English: Ulrich talks about working as an experienced consultant in times of upheaval, change, and multiple crises. Although the situation is not easy, we can also see opportunities for more efficient institutions and companies. Experience and flexibility are important to find new pathways.

Urban politics, planning and economy in the Global South in times of fast developing AI

by Ulrich Graute • 12 February 2025

"The development of highly capable AI is likely to be the biggest event in human history. The world must act decisively to ensure it is not the last event in human history. This conference, and the cooperative spirit of the AI Summit series, give me hope; but we must turn hope into action, soon, if there is to be a future we would want our children to live in." Professor Stuart Russell, IASEAI President and Distinguished Professor of Computer Science at the University of California, Berkeley Please join me on 13 February 2025 at ARCS 9.0 for my keynote on 'Urban politics, planning, and economy in the Global South in times of fast developing AI' The two weeks before my conference presentation were full of dynamics in the field of AI, its politics, and development. First came the launch of the 500 billion US$ Stargate Project in the USA, followed by the launch of the Chinese open-source large language model (LLM) DeepSeek. On 6 February the International Association for Safe & Ethical AI held its inaugural conference in Paris, France. Prominent AI scientists including Stuart Russel and the 2024 Physics Nobel Laureate Geoffrey Hinton called for international cooperation to ensure safe and ethical artificial intelligence. On 10 and 11 February 2025, France co-chaired by India hosted the Artificial Intelligence (AI) Action Summit in Paris. The speeches by Heads of State and Government including the President of France, the Prime Minister of India, the President of the EU Commission, and the US Vice President gave the impression of how different countries of the world try to position themselves in a race for AI leadership. Urban politics, planning, and economy, not only in the Global South, need longer-term frameworks. How should digital transformation and urban planning be approached in cities facing multiple crises and the new wave of AI technological innovation? The latter is according to the Indian Prime Minister Narendra Modi and others unprecedented in scale and speed but it is expected to affect all spheres of life. ARCS 9.0 schedule and Zoom link for Inaugural, plenaries and Valedictory. Date - 13th Feb to 15th Feb 2025 Join Zoom Meeting https://zoom.us/j/95336599575?pwd=NExxgf8gBoubEfKRhhtbalM1ZYjQph.1 Meeting ID: 953 3659 9575

The 500 bn US$ Stargate Project - Places seem to matter more, Urban Planning and AI governance less or not at all

by Ulrich Graute • 22 January 2025

Source of the picture OpenAI: https://openai.com/index/announcing-the-stargate-project/

Learning to work hands-on for peace from former US-President Jimmy Carter

by Ulrich Graute • 1 January 2025

It was a tremendous privilege in my life to meet Rosalynn and Jimmy Carter for the first time in 1984 (picture) and then again in the summer of 1985 during my internship at Koinonia Farm near Americus, Georgia (USA). Jimmy Carter, who served as the 39th president of the U.S. from 1977 to 1981, died on December 29, 2024, at his home in Plains, Ga. Jimmy Carter was a lifelong farmer who worked with his hands building houses for the poor well into his 90s. I didn't agree with him on all issues (the early 1980s were the time of a new US missile deployment in Germany ordered by Jimmy Carter and a large peace movement against it) but he took the time to discuss it with me and others at Koinonia Farm. That alone was amazing. Even more mind-blowing was that he continued hands-on work on peacebuilding and house renovation for the poor around the world with Habitat for Humanity International well into his 90s. If in my career providing hands-on support became more important than climbing my own career path, this was also due to the example Jimmy Carter gave in the decades after his Presidency. I learned a lot from him about working for peace with humbleness, love, and perseverance. Read more in the New York Times about why Jimmy Carter was known as much for his charity and diplomatic work later in life as he was for his single presidential term, which ended in 1981. https://lnkd.in/d9qxSmTM *. *. *. *. * Note: This post was first published on LinkedIn https://www.linkedin.com/posts/graute_learning-to-work-hands-on-for-peace-from-activity-7279396908270309376-BBjV?utm_source=share&utm_medium=member_desktop

The United Nations risks drowning in its mandates, conferences and external expectations. Could Artificial Intelligence help the UN?

by Ulrich Graute • 2 December 2024

In 2024, for the first time since 2000, the Parties to the United Nations Rio Conventions on biodiversity, climate change, and desertification faced a very busy 3 months, moving from large Conferences of Parties (COP) in Cali (Colombia) for biodiversity in October to Baku (Azerbaijan) for climate in November to Riyadh (Saudi Arabia) for desertification in December. On top of this Triple-COP, there was the UN High Level Political Forum on Sustainable Development and the UN Summit of the Future in September in New York (USA) while UN-Habitat held its World Urban Forum in Cairo (Egypt), and let’s not forget the fifth session of the Intergovernmental Negotiating Committee to develop an international legally binding instrument on plastic pollution, including in the marine environment (INC-5) which ended last weekend in Busan, South Korea. No real breakthroughs were reported but I noticed many promises to double future efforts. There is a lot that can be critically reviewed about the events, eg what’s the purpose of moving approximately 100.000+ delegates, UN staffers, and other participants worldwide if the necessary political will to agree and resources available are insufficient and the outcomes are limited accordingly? But such a critique would be a bit unfair since I don’t know how many new ideas and initiatives were born during those official meetings, side events, and informal chats that might bloom up in upcoming years despite of the multicrises we’re living in. What needs to be criticized is that the UN System is not progressing on its task to implement its many mandates more “synergistically” by targeting policies, programs, and initiatives to jointly address the goals of the Rio Conventions, SDGs, etc. Instead, the conferences referred to each other but worked mainly within their silos. This is not appropriate in a world full of interrelations and interdepensies. Well, no individual or group can follow up on every aspect, and swarm intelligence of conferences with thousands of participants each seems to be no functioning alternative. But what else could be done? To give an example: How about building an AI-based Large Language Model (LLM) trained with the UN Charter, all UN declarations, national and subnational resolutions, regulations, and programmes? AI Agents for the different conventions and agendas should then be asked to coordinate and propose “synergistic” proposals across policy levels. Of course, the use of artificial intelligence should be wisely supervised by a team of AI experts and professionals from all affected fields. I wouldn’t expect AI applications to solve all problems but to better inform decision-makers and UN agencies on integrated scenarios. This could help to increase efficiency, avoid duplicating efforts, and increase the overall problem-solving capacity of the UN. I would be happy to support such work with my governance and development experience across all policy levels. Picture source: https://www.iisd.org/articles/policy-analysis/cop-nature-climate-adaptation-mitigation

THE GLOBAL STAGE FOR CITIES AND REGIONS AT THE UN CLIMATE CHANGE CONFERENCE BAKU (COP29), NOVEMBER 2024

by Ulrich Graute • 14 November 2024

Since the first climate COP in 1995, the Local Governments and Municipal Authorities (LGMA) Constituency has been representing local and regional governments at the processes under the United Nations Framework Convention on Climate Change (UNFCCC). The LGMA also represents ISOCARP - International Society of City and Regional Planners and Global Taskforce of Local and Regional Governments. ICLEI - Local Governments for Sustainability acts as the Focal Point of LGMA. The 2015 Paris Agreement marked a turning point, recognizing the essential role of these governments in enhancing Nationally Determined Contributions NDSs and driving transformative climate action. The LGMA is atively present in Baku with a robust agenda, numerous partners, and an esteemed delegation of political leaders representing local and subnational governments. At the center of the presence is the Multilevel Action & Urbanization Pavilion as the global stage for the city and region climate agenda during COP29. The Pavilion brings into focus not only the challenges and needs, but also the accomplishments and commitments of local and subnational actors on climate action. The Pavilion is open from 12 to 22 November in the Blue Zone, Area E, Pavilion I15. We are looking forward to welcoming you at the High-Level Opening on 12 November at 10:00 AM. Please find the agenda of LGMA attached. Please visit also the Youtube channel of ICLEI Global for daily updates https://lnkd.in/dddDCKtA Ulrich Graute - ISOCARP Online Delegate at COP29 and Chair of the ISOCARP Scientific Committee

Planning New Inclusive Cities using Smart Tech and Artificial Intelligence

by Ulrich Graute • 19 October 2024

Report on the Urban Conversation on Ethical Use of AI in Urban Planning at the 60th World Planning Congress in Siena, Italy on 11 OCTOBER 2024

Ethical use of Artificial Intelligence in Planning - Join our Urban Conversation on 11 October 2024 at the 60th ISOCARP World Planning Congress in Siena, Italy

by Ulrich Graute • 1 October 2024

Date: 11 October 2024 Time: 10:45 - 13:15 Room: Accademie. Fisiocritici Session background and a short description of the Content Cities form the heart of human development and innovation, with 80% of global GDP generated within them and according to the United Nations approximately 56% of the world’s population now live in cities, and likely to reach nearly 70% by 2050. At the same time, the urban world is on a journey to revitalize cities, build new cities for growing populations, to dismantle inequalities, and to create a sustainable urban legacy for future generations. The growth and demands of cities are rapidly changing and looking (or exploring) for new systems and planning tools. In this situation, Artificial Intelligence (AI) provides a transformative potential in managing and planning cities. It can support, analyze, and predict the impact of policy changes, demographic shifts and development plans. AI facilitates a valuable foundation for productive dialogue and constructive debate between municipal authorities, and the public and private sector. AI enables the People-focused city through systems integration and collaborations. Simultaneously, the application of generative AI in the public domain brings a number of risks and pitfalls. To assure an ethical use of the new wave of innovation in planning it is necessary to strike a careful balance between risk mitigation and harnessing its capabilities for public good and resilience. The central concept of modern Artificial Intelligence (AI) is the intelligent agent. As of today, we have limitations to building one general-purpose AI program that does everything, instead AI developers build different types of agent programs for different types of problems and contexts. AI researchers agree that the new wave of innovation will impact all spheres of life and require more actors for future developments of AI. The discussion on the use of AI cannot be left alone to IT programmers and code developers. In this context, the objective of the conversation is to bring together planning practitioners and experts from city-making to discuss the use and potential impact of AI in urban planning and management and the related leadership of ISOCARP in the global dialogue on AI governance and capacity building of planners. Recent examples eg from Australia and Saudi Arabia will be presented along with panel discussions. Session Organizers Dr Ulrich Graute, Chair of the ISOCARP Scientific Committee, Berlin Dr Sunil Dubey, The UNSW Cities Institute, Sydney. 1. Introduction to the theme of the session by Ulrich Graute 2. The making of inclusive, prosperous and sustainable cities and the new challenges and opportunities provided by AI and Data 2.1 The case of Australia - Key note by Dr Sarah Hill, CEO Greater Sydney Commission and Western Parkland City Authority (New South Wales Govt, former) ‘Planning New Cities and Inclusive economic development’ - Western Sydney Aerotropolis – Australia’s 22nd Century City Making through Community, Creativity and Innovation. 2.2 The case of Saudi Arabia (10 min) Progress, Peace & Prosperity 2030 – How Saudi Cities are transforming using data and power of Ai. Dr Sunil Dubey 3. Roundtable Moderation: Ulrich Graute Guiding questions include AI in Urban Planning: Navigating the Intersection of Technology and Values – AI as a technical tool and/or as co-pilot in planning New Cities and inclusive economic development. Including AI in existing planning systems and processes and the requirement eg of a regulatory framework and capacity-building. What shape will AI have on future cities? ISOCARP and the new wave of technological innovation. Panelists: Sarah Hill, Executive Project Director (Public Investment Fund PIF, Saudi Arabia) Eric Huybrecht, Congress Director ISOCARP’s 60th WPC, Institute Paris Region Elisabeth Belpaire, ISOCARP President-Elect Ulrich Graute, Chair of ISOCARP SciCom Sunil Dubey, Smart Cities thought leader. Website of the 60th ISOCARP World Planning Congress https://isocarp.org/activities/60th-wpc-siena-2024/ Website of the Academy of Social Sciences (UK) AI in urban planning: risks and opportunities https://acss.org.uk/publications/ai-in-urban-planning-risks-and-opportunities/