Confidence bias in algorithms

28 February 2025. Published by Benoît Labourdette.
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Paradox: faced with AI, we doubt our human judgment while blindly trusting the algorithms supposed to detect them. This fear weakens us, whereas the real issue is our relationship to our humanity, regardless of the tools used.

The unconscious excess of trust in machines

During a meeting bringing together the examiners for the entrance exam of a major French school in which I participated, the question of artificial intelligence was raised, along with ways to detect potential uses of AI in the application files submitted by candidates.

One person intervened to assert that, generally, one could sense whether a text had been written by artificial intelligence or by a human. Others reacted by highlighting the usefulness of software and algorithms that could detect whether AI had been used or not. These algorithms were presented as reliable tools, providing certainty that the text had been generated by artificial intelligence, a certainty that humans themselves could not achieve.

I then spoke up to point out what seemed to me to be a contradiction. In this supposed critical spirit regarding the use of artificial intelligence, we ended up trusting an algorithm more than our own capacity for discernment to detect the presence of algorithms in writing!

I found this both ironic and somewhat sad: those very people who advocate vigilance against the mechanization of thought are sometimes the first to fall into the trap of technological seduction, convinced that the machine is more competent than humans.

Reinventing our anthropology

What I actually think is that the real issue does not lie in the use or non-use of artificial intelligence, but in our relationship to our own humanity, regardless of the tool we use.

Lautréamont, in certain pages of Les Chants de Maldoror, copied extracts from the dictionary. And yet, his use of this cold and technical material is remarkable: he integrated it into his project of an epic poem of death, giving it unprecedented power.

I believe that what unconsciously drives many of our reactions to AI is fear. The fear of being dominated. And paradoxically, it is precisely this fear that makes us fragile and impressionable. By losing confidence in our own capacity for judgment, we open wide the door for others, including machines, to think in our place.

Fear anesthetizes us, it freezes us. That’s why we must first fight against this fear, so as not to lose our grounding. Because if we give in to this fear, we allow ourselves to be trapped.

One might object that there are areas where AI is objectively more effective than humans. For example, in the medical field, an artificial intelligence with an immense database will undeniably be more efficient at establishing a precise diagnosis. I don’t dispute this. Doctors should not fear being replaced either. On the contrary, they should see AI as a tool, a means to improve care and serve humanity. And even to develop it, for example by having more mental space to consider the patient as a person and not as an object.

Similarly, in the field of writing, if an author has been able, with talent, to use artificial intelligence to deepen their subject and produce a work greater than what they could have created alone, then so much the better. They will not have lost their humanity, they will simply have used a tool with lucidity, consciousness and creativity, for even more humanism.

Two biases to overcome in the relationship with AI

  • The excessive trust in these software programs recalls the positivist illusion of the 19th century, according to which science would provide absolute certainties about the world. However, as the philosophy of science has shown, scientific knowledge is never univocal or definitive; it is a process of interpretation, falsifiability and questioning (Popper, 1934). To believe that an algorithm can offer a flawless answer about the origin of a text is to adopt a scientistic posture that ignores the complexity of language, intention and style.
  • The attitude of delegating to the machine the power to say what is true and what is not reveals a process well described by Hannah Arendt in The Crisis in Culture (1961): the renunciation of one’s own judgment in favor of an instrumental rationality that claims to be self-sufficient. By seeking algorithmic assurance, we deprive ourselves of our own ability to discriminate, contextualize and interpret. We let the machine impose its own frame of reference, even though this frame is a human construction, dependent on programming choices, statistical biases and cultural conventions. Thus, we choose to abandon our critical thinking, that is to say, to think in an informed way for ourselves.

Artificial intelligence has emancipated itself from research laboratories and works of science fiction thanks to the public launch in November 2022 of the conversational robot ChatGPT, which was very quickly appropriated by an immense number of people internationally, in professional, educational and even private contexts. The fact that artificial intelligence has now been identified by the human community as part of everyday life finally opens the door to critical awareness on this subject.

Of course, artificial intelligence concerns industry, work, creation, copyright... and we need to anticipate its future productive uses, in order to stay “up to date”. But to accompany our lives as they integrate this new facet, it seems to me essential to produce a critical thought, i.e. to put ourselves in a position to reflect on what is happening to us, what is changing us, to remain lucid and capable of freedom of thought and action.
What is “critical thinking”? It means questioning, from the outside, practices that have been internalized. To do this, I believe that experimentation, cultural action, play and hijacking are highly effective tools for research, exploration, dissemination and reflection. For me, research is collaborative, and intelligence is collective and creative. This requires good methods of cooperation, between human beings and with machines. Here, I bring together stories of experience, methodological texts and practical ideas. I share concrete ways in which artificial intelligence, like any other tool, can be invested in the service of humanism.

Here are a few openings for critical thinking on AI, in the form of questions:

  • Is artificial intelligence a subject in itself? Is it not rather a medium of existence, like digital technology, whose fields need to be distinguished in detail?
  • Why do we never talk about ecology when we talk about artificial intelligence?
  • Which works of science fiction would come closest to what we’re currently experiencing with AIs?
  • How can we use artificial intelligence in a playful way? How can we imagine creative activities for young and old alike?
  • What is the nature of the entanglement between artificial intelligence and the capitalist project?
  • What are the political dimensions of artificial intelligence?
  • How does artificial intelligence concern philosophy? Which philosophers are working on the subject today?
  • What is the history of artificial intelligence? Both its successive myths and the evolution of its technologies.
  • How can we create artificial intelligence ourselves? In particular, with the Python language.
  • Are there unseen artificial intelligences that have a major influence on our lives?
  • What does artificial intelligence bring to creation? How can we experiment with it?

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