What must remain under meaningful human judgement and responsibility as intelligent systems become increasingly capable?
12 November 2026
For centuries, education has pursued a remarkably stable mission: helping people understand the world, exercise judgement and prepare for responsible action. Artificial intelligence changes that equilibrium.
For the first time, knowledge is no longer created, interpreted and applied exclusively by human beings. Intelligent systems increasingly participate in tasks that were once considered inseparable from human intelligence.
The question is therefore no longer simply what artificial intelligence can do.
The question is what should remain under meaningful human judgement.
A conversation designed for the questions that matter. There are many conferences about education. There are many conferences about artificial intelligence. The Global Education Forum was created for something different. Not to discuss the latest technologies. Not to predict the future.
But to explore one question that will shape every educational institution in the years ahead:
What must remain under meaningful human judgement and responsibility?
GEF brings together leaders from education, government, research, technology, business and philanthropy because no single sector can answer that question alone.
A carefully curated community of international leaders.
Designed for genuine conversation, not for large audiences.
Education, government, research, technology, business and philanthropy.
A conversation that begins in Madrid and continues beyond each edition.
One question. Nine conversations. One intellectual journey.
Every session begins where the previous one ends. Together they form a single argument about the future of education in the age of intelligent systems.
As intelligent systems become more capable, education faces a question that cannot be answered by technology alone. Before deciding how AI should be used, we must decide what should remain under meaningful human judgement and responsibility.
Artificial intelligence is becoming part of the infrastructure through which knowledge is produced, accessed and applied. As intelligent systems become increasingly embedded in education and society, the question is no longer whether institutions will use AI, but how this transformation changes the conditions under which education operates.
This opening conversation establishes the scale of that transformation and the context for the questions that follow.
As intelligent systems become capable of performing an increasing number of cognitive tasks, educational institutions must ask what they are ultimately responsible for protecting and developing.
Education cannot define its relationship with technology without first clarifying its own purpose. The question is not simply what can be delegated, but which forms of judgement, responsibility, human development and relationship must remain central to education, regardless of technological capability.
If some forms of judgement and responsibility must remain human, the next question is unavoidable: how should authority be distributed when intelligent systems increasingly participate in educational decisions?
Preserving human judgement is easier to affirm than to govern. Authority is increasingly distributed across institutions, professionals, technology companies and intelligent systems — while human judgement itself remains vulnerable to influence, bias and dependence.
Governments, universities, school systems, technology companies and international organisations increasingly influence how artificial intelligence is developed and deployed in education. Yet authority and responsibility remain fragmented.
The question is not simply who can make these decisions, but who should make them, who should establish the limits, and on what grounds that authority should be considered legitimate.
When answers become immediate and cognitive tasks can increasingly be delegated, the conditions under which human thinking develops begin to change.
The question is not only whether AI helps us think better, but what happens to our capacity to question, interpret, evaluate and decide for ourselves when intelligent systems become constant participants in thought.
If human judgement is both necessary and vulnerable, preserving it requires more than principles or regulation. We must understand the conditions that allow it to develop, endure and remain genuinely independent.
Before asking what institutions should protect, we must first ask what human learning and judgement require to flourish. Human judgement does not develop automatically. It depends on educational, cognitive, relational and institutional conditions that intelligent systems may strengthen, transform or gradually erode.
Only by understanding these conditions can institutions fulfil their responsibility to preserve them.
Human judgement does not emerge automatically. It develops through attention, effort, memory, conversation, experience, disagreement and responsibility.
As intelligent systems become increasingly present in learning environments, educational institutions must decide which of these conditions need to be deliberately protected—and how to benefit from intelligent systems without weakening the foundations on which independent judgement depends.
Once we understand what human judgement requires, the question can no longer be merely what should be protected. We must ask who is responsible for protecting it.
Responsibility becomes difficult when decisions are distributed across people, institutions and intelligent systems. The final part of the GEF asks where accountability should lie and what obligations institutions must accept if human judgement is to remain meaningful.
Technological adoption is never neutral.
When educational institutions deploy systems that influence how students learn, how their work is evaluated or how academic decisions are made, they assume responsibility for the consequences. That responsibility cannot simply be transferred to technology providers or automated systems.
As decisions increasingly emerge from complex interactions between people, institutions and intelligent systems, the question becomes harder—and more important: who remains accountable when consequences emerge?
The transformation of education by intelligent systems is already underway. The question is whether institutions will respond with sufficient seriousness, independence and judgement—or allow technological capability, market incentives and institutional inertia to determine the future by default.
Educational institutions must now decide what responsibilities they are prepared to assume, what they will protect, and which decisions can no longer be postponed.
Throughout the day, we have asked what should remain under meaningful human judgement, who should govern intelligent systems, which conditions human judgement requires, and where accountability must lie.
Understanding these questions is no longer enough. Institutions are already making choices through what they adopt, automate, measure, fund—and allow to disappear.
The final question is therefore not what we have learned, but what we are now prepared to take responsibility for.
Madrid Education Week is more than a week. It is a concentrated period of international dialogue that unfolds across nearly two weeks in November.
This November, Madrid becomes home to a unique concentration of international educational dialogue.
Over the course of two weeks, leaders from schools, universities, governments, foundations, research centres and innovative organisations gather to exchange ideas, build partnerships and shape the future of education.
The Global Education Forum is one of these conversations. Together with a series of complementary international events, it forms Madrid Education Week: an open platform where different communities explore different dimensions of educational transformation while remaining connected by a shared purpose.
Thursday 12th, 9:00 to 4:00 h
Thursday 12th, 5:00 to 7:00 h
Monday 16th, 9:00 to 2:00 h
The future of education cannot be understood from a single perspective. The Global Education Forum brings together leaders from education, government, research, technology, business and philanthropy because the questions raised by intelligent systems extend beyond any single discipline or institution.
These voices do not come to deliver isolated presentations. They come to challenge assumptions, confront different perspectives and help build a richer understanding of the responsibilities ahead.
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A global conversation requires a global community.
The Global Education Forum is made possible through the collaboration of institutions that share a common conviction: that the future of education deserves thoughtful, international and interdisciplinary dialogue.
Our partners represent different sectors, different geographies and different perspectives. Together, they help create the conditions for conversations that no single institution could convene alone.
They continue in schools, universities, governments, research centres, foundations and organisations around the world.
If these questions matter to you, we invite you to stay connected with the ideas, people and initiatives that emerge from the forum.
Interested in participating, collaborating or becoming a partner?
We would be delighted to hear from you.
Contact us: gef@ucjc.edu
