From observation to project
1. We have changed milieu. We are no longer dealing with mere tools, but with a technical milieu that reconfigures the very conditions of human existence. The question is therefore not only functional or utilitarian. It is anthropological.
2. Human time is colliding with algorithmic time. The contemporary crisis arises from the clash between biological time, slow, necessary for growth and the formation of judgement, and algorithmic time founded on immediacy and continuous stimulation. This collision produces a profound disorientation that weakens patience, fragments attention and alters our relation to reality.
3. AI now touches the operations of the mind itself. Conversational AI no longer merely captures attention: it intervenes in the formulation and organisation of thought, sometimes in the orientation of judgement. The main danger is not factual error, it is the growing delegation of essential intellectual gestures: searching, hesitating, reformulating, building a thought for oneself.
4. A new cognitive inequality is taking shape. This dispossession is neither neutral nor evenly distributed. Some will learn to use systems and maintain a critical distance. Others will mainly consume answers and depend on assistance. What is at stake is cognitive justice: the conditions of a shared intellectual autonomy, not one reserved for a few.
5. Rebuild autonomy rather than yield or refuse. The answer can be neither the refusal of techniques nor capitulation before them, but the reconstruction of forms of human autonomy compatible with this new milieu. The task is neither to dream of an impossible return nor to celebrate innovation for its own sake. It is to recover a narrow ridge: to live with the tools of one's time without being subjected to them. This requires an education in discernment, digital metacognition, rites of entry into connected life, vigilance over the effects of systems on subjects, and a redefinition of living-together in the algorithmic age. The ultimate stake is not performance. It is to form beings capable of judgement, responsibility, attention to others, care for the planet in the ecological sense, and for the common world.
Ahmed Messaoudi
Everything began with Covid. Almost overnight, millions of students found themselves alone in front of a screen. When they came back, something in our relation to time, attention and the collective had shifted. Then, in 2022 and above all in 2023, conversational AI entered the picture: ChatGPT first, then the others.
It was this double upheaval, that of omnipresent screens and that of generative AI, that led me to write. First a book, Reinventing School in the Age of Artificial Intelligence (L'Harmattan, 2025), to try to name what was happening to us and make sense of a mutation experienced as chaotic. Then La machinerie, to continue in another form: in shorter, freer texts, in direct dialogue with AI itself.
My perspective aims to be sociological as much as pedagogical. The digital is not just another tool. It is a new milieu, with its invisible norms, its own rhythms, its effects on bodies and minds. It transforms simultaneously our ways of learning, connecting and living together.
An architecture of concepts
The concepts I explore are not separate observations. They form a line of reasoning. Each idea calls forth the next. This architecture is developed in Reinventing School in the Age of Artificial Intelligence (L'Harmattan, 2025). La machinerie extends the exploration.
Everything begins with a collision. Biological time, human, the time of sleep, of growth, of attention built slowly, has clashed with algorithmic time: the instant, permanent stimulation, relentless optimisation. This clash of temporalities has produced a profound disorientation: digital anomie. Its signs are concrete: sleep disorders, deepfakes, cyberbullying, depression, loss of contact with reality.
This disorientation unfolds in a new world: the cognitive multiverse. We now live in a space where human, algorithmic and hybrid contents blend, often without distinguishing themselves. In this world, the attention economy thrives. Platforms no longer merely capture our gaze: they anticipate our desires and shape our reflexes. They leave in us an invisible imprint that silently reconfigures our ways of thinking and being.
It is in this context that the dispossession of the educational subject takes hold. Gradually, we delegate to opaque systems what once belonged to our own judgement: memorising, orienting, deciding. The more the machine performs, the less capable we are without it. And this loss is not equal for all: it creates a two-speed cognitive justice. Some learn to master machines. Others learn to obey them.
Faced with this observation, the answer is neither rejection nor capitulation. It rests on three levers. Digital metacognition first: learning to observe how one acts with technologies, and reclaiming one's own thinking. Digital rites of passage next: children's entry into digital life cannot be left to the market alone. It deserves thought and accompaniment. Hybrid solidarity finally: a form of social bond that lucidly integrates AI, without surrendering to it the decisions that shape our lives.
These three levers serve a single purpose: responsible digital autonomy and reasoned use of AI (it is above all conversational AI that concerns us here). Not technical mastery for its own sake, but the capacity to choose one's uses in relation to oneself, to others, to the planet in the ecological sense, and to the common world. To think with the tools of one's time, without being subjected to them.
Key concepts
Clash of temporalities
The collision between the biological time of childhood and the algorithmic time of immediacy. The starting point of the whole analysis.
Digital anomie
The collective disorientation produced by this clash: sleep disorders, deepfakes, cyberbullying, loss of contact with reality.
Cognitive multiverse
The milieu in which we now evolve: human, algorithmic and hybrid productions coexist without always signalling themselves.
Attention economy
Platforms anticipate our desires and shape our reflexes, running counter to what education attempts to build.
Invisible imprint
What digital uses deposit in us without our knowledge: reflexes, expectations, ways of being that silently reconfigure our thinking.
Dispossession of the educational subject
The gradual transfer of our cognitive capacities to opaque systems. The more the machine performs, the less humans maintain the ability to do without it.
Cognitive justice
Dispossession is not neutral: some learn to master machines, others to obey them. A profound inequality, rarely named.
Digital metacognition
First lever of resistance: learning to observe oneself acting with technologies, measuring their effects, reclaiming one's own thinking.
Digital rites of passage
Entry into digital life cannot be left to the market. It deserves thought, accompaniment and, at times, ritual form.
Hybrid solidarity
A new social bond that lucidly integrates AI as an actor, without surrendering to it the decisions that shape our lives.
Reasoned uses of AI
Neither refusal nor submission. Learning to use AI without yielding oneself entirely to it. Critical thinking is not an obstacle: it is a necessity.
Responsible digital autonomy
The purpose of the whole edifice: choosing one's uses in relation to oneself, to others, to the planet in the ecological sense, and to the common world. Remaining a thinking subject.
These concepts are explored in the texts and organised by thematic entries on the Themes page.