Teacher training in the age of artificial intelligence: changes announced
How can AI revolutionize the individualization of learning and support for teachers? Ambitious teacher training can make AI a sustainable and virtuous ally of education.
Publish at May 28 2026 Updated May 28 2026
Two seemingly incompatible truths coexist in the psychology of learning: effort is a necessity for lasting learning, yet pleasure is the fuel of perseverance.
So how can effort and pleasure be reconciled? Both the teacher and the learner are concerned.
In 1994, Elizabeth L. Bjork and Robert Bjork, both professors of psychology at UCLA (University of California Los Angeles), coined the concept of "desirable difficulties" when studying the best way for students to memorize their lessons (1).
Contrary to intuition, which suggests that the best way to learn is to reread a lecture several times to make it flow, the researchers demonstrated that actively testing oneself by trying to recall information unaided creates an immediate and often frustrating difficulty. Yet it is precisely this effort to retrieve information that durably strengthens neuronal connections and improves long-term retention.
The difficulty experienced during recall is not a sign of failure, but the very mechanism that consolidates learning. (2)
On the other hand, spreading learning over time ("spacing effect") rather than concentrating it makes each session more difficult as forgetting partially sets in, but considerably improves recall.
Introducing challenges into the learning process can impair immediate performance while enhancing long-term retention. Effort is not an obstacle: it is the very mechanism of memory consolidation.
On the other hand, a great deal of pedagogical research has shown the importance of motivation and the pleasure of learning.
Eward Deci and Richard Ryan, for example, postulate in their "Self-Determination Theory" (3) that acting out of pure interest, curiosity or personal satisfaction transforms cognitive effort into a gratifying, even playful, experience.
In contrast to Bjork's "desirable difficulties", which value cognitive friction for retention, Deci and Ryan's model suggests that when the three fundamental psychological needs are met, learning becomes fluid and sustainable without the need for external constraint:
So, where E. & R. Bjork would say "make the task difficult so that it sticks in the memory", Deci and Ryan would complete the picture by suggesting: "make the task meaningful so that the learner wants to face this difficulty".
Learning requires work. Putting in place methods to turn this work into pleasure includes developing mental strength not as the ability to endure, but as the ability to transform one's relationship with difficulty.
The idea of a third way, combining Bjork's cognitive friction and Deci & Ryan's intrinsic motivation, is seductive, and several pedagogical models invite us to explore it:
Mental toughness" is a skill that enables us to experience difficulty as a form of pleasure. Studies agree that optimal learning takes place in this zone of tension. This approach is most effective when the learner is trained to interpret frustration not as a signal to stop, but as a physical symptom of ongoing learning.
Educational researcher Antoine de la Garanderie is the author of a pedagogical theory known as "mental management" (or the mental gestures of learning). For him, there are five mental gestures involved in all learning;
These five gestures sum up all the elements developed, and concrete methods are proposed for learners and teachers alike.
Lasting learning lies neither in illusory ease, nor in enduring suffering, but in this third way where effort becomes the fuel of deep satisfaction.
This alchemy is based on a paradigm shift: error is no longer a failure, but a productive fact; difficulty is no longer a signal to stop, but the tangible proof that the brain is getting stronger.
Thanks to concrete rituals, deliberate attention and active metacognition, everyone can learn to navigate this fertile zone of tension.
Learning without pain but not without effort means accepting that the true pleasure of mastery lies only beyond temporary discomfort, transforming every obstacle into a necessary step towards autonomy and competence.
References
1 "Desirable difficulties" C-Campus Blog- September 16, 2024- https://www.blog-formation-entreprise.fr/concepts-pedagogiques-difficultes-desirables/
2 Bjork Lab UCLA - Creating Desirable Difficulties: https: //bjorklab.psych.ucla.edu/wp-content/uploads/sites/13/2016/04/EBjork_RBjork_2011.pdf
3 Blog Formation Entreprise - Self-determination theory: https: //www.blog-formation-entreprise.fr/concepts-pedagogiques-11-theorie-de-lauto-determination/
4 Deci, E. L., & Ryan, R. M. (2000). The "what" and "why" of goal pursuits: Human needs and the self-determination of behavior.
5 Duckworth, A. L., et al. (2007). Grit: Perseverance and passion for long-term goals. Journal of Personality and Social Psychology. https://gwern.net/doc/psychology/personality/conscientiousness/2007-duckworth.pdf
6 Mindset The New Psychology Of Success- Carol Dweck- https://www.proemergency.com/assets/dokumen/ebook_platinum/20231124092918-Mindset_The_New_Psychology_of_Success.pdf
7 "Productive failure in education: what teachers need to know" May 23, 2026 - https://www.structural-learning.com/post/productive-failure-education-teachers-need
8 Learning to learn: La Garanderie's 5 mental gestures (mental management)-https://apprendreaeduquer.fr/gestes-mentaux-gestion-mentale/