Alignment, grounding, coherence

As artificial intelligence becomes increasingly integrated into our daily work routines, new expressions are flooding discussions on personal development, management, and training: being aligned, staying grounded, acting with consistency. These terms seem contemporary. Yet they are deeply rooted in an ancient history where the body, language, and action were intimately connected.

Their current popularity is no coincidence. In a world where an increasing portion of memory, attention, and even reasoning is delegated to digital systems, these concepts may refer less to individual qualities than to regulatory abilities that have become strategic. Exploring their origins helps us better understand what they have become today.

On the Line, the Anchor, and the Link: A History of Words

The word “alignment” comes from the verb “to align,” which itself derives from the concept of a line. For centuries, “alignment” referred to a concrete action: placing objects, buildings, or soldiers in a single line. In old dictionaries, it evoked the idea of straightness, shared orientation, and conformity to a given direction.

The term “anchoring,” meanwhile, comes from “anchor,” from the Latin *ancora*, which in turn is derived from the Greek *agkura*, meaning hook or ship’s anchor. The image is powerful: it involves resisting drifting and maintaining stability despite the movements of the environment. Very early on, the term took on a metaphorical meaning: the anchor became a symbol of support, refuge, and security.

“Cohérence” has an even more revealing origin. It derives from the Latin *cohaerentia*, which comes from *cohaerere*, meaning “to be bound together,” “to adhere,” or “to hold together.” Coherence is therefore not primarily a logical property; it denotes a relationship of connection. Before being an intellectual criterion, it is a quality of connection.

These three words already outline an implicit anthropology. Alignment evokes a direction. Anchoring refers to a point of support. Coherence denotes the quality of the bonds that hold a whole together. Direction, stability, and connection constitute three fundamental dimensions of all human action.

From Psychological Concepts to Navigation Skills

Starting in the 20th century, these concepts gradually moved beyond military, maritime, and architectural fields to enter the humanities.

Alignment became a matter of congruence between values, intentions, and behaviors. Carl Rogers’s work on authenticity and congruence paved the way for a conception in which the individual seeks to reduce the gaps between what they feel, what they think, and what they express. More recently, leadership theories refer to strategic alignment when an organization succeeds in linking its vision, decisions, and practices.

Anchoring takes many forms. In cognitive psychology, it refers to a judgment bias identified by Daniel Kahneman and Amos Tversky: initial information has a lasting influence on subsequent evaluations. In body-based and somatic approaches, however, anchoring refers to the ability to return to one’s sensations, breath, or posture to regain stability and discernment.

Coherence has become a central concept in several disciplines. Neuroscience refers to the synchronization of neural networks. Positive psychology speaks of internal coherence. Systemic theories describe coherent organizations as those in which their rules, practices, and goals reinforce one another.

This shift is significant. These concepts no longer refer merely to states; they have become dynamic capacities that enable us to navigate complex environments.

Yet this evolution is part of a broader phenomenon. In contemporary societies, the challenge is no longer merely finding a direction. It lies in the proliferation of demands that can divert us from that direction. Alignment is no longer conformity to a preexisting line; it becomes an ongoing process of adjustment. Anchoring is no longer immobility; it becomes the ability to remain stable amid movement. Coherence ceases to be a static state and becomes a process of establishing connections.

In the Age of AI: Toward a New Human Plasticity

The advent of generative artificial intelligence is profoundly transforming these three dimensions.

“Alignment” is now a central term in the vocabulary of AI. Engineers use the term “AI alignment” to refer to a system’s ability to act in accordance with human intentions. Remarkably, a concept originally applied to human beings is now used to describe machines.

This reversal creates a mirror effect. As systems become capable of generating coherent texts, images, or recommendations, the question shifts to humans themselves: on what do we base our own choices? What criteria guide our decisions when the answers are already available?

Anchoring is undergoing a similar transformation. Constant access to information, notifications, and conversational assistants increases the risk of attention dispersion. Recent research on embodied cognition, however, shows that thought processes remain linked to the subject’s sensory, motor, and emotional experiences. Knowledge is not merely stored in the brain; it emerges from the interaction between the body, action, and the environment.

From this perspective, grounding becomes an essential skill. It is no longer just a matter of memorizing or concentrating, but of maintaining a connection to lived experience as knowledge flows through increasingly powerful technical systems.

Finally, coherence also takes on a new status. AI systems are capable of producing discourse that is extremely coherent in terms of syntax and argumentation. But this formal coherence is not necessarily existential coherence. A text can be perfectly structured while remaining disconnected from any lived experience.

This is where a crucial distinction for education emerges. Human coherence does not lie solely in the absence of logical contradiction. It presupposes a continuity between lived experience, action, values, and relationships. It is as much a matter of meaning as it is of logic.

From this perspective, alignment, grounding, and coherence emerge as three forms of human plasticity that are particularly valuable in the age of AI:

• alignment helps maintain a sense of direction amid a wealth of possibilities;
  
  
• grounding allows us to maintain a connection with embodied experience;
  
  
• coherence enables us to articulate the multiple dimensions of existence into a living unity.

The challenge in education, therefore, is not merely to learn how to use artificial intelligence. It also involves developing the human capacities that machines cannot produce for us: inhabiting an experience, experiencing a situation, giving meaning to a life path, and connecting the sometimes contradictory dimensions of our existence.

Ultimately, these three time-honored concepts have taken on unexpected relevance today. They no longer refer to states of stability but to the skills needed to navigate a world where points of reference are constantly shifting.

Alignment becomes orientation, grounding becomes presence, and coherence becomes the art of connection. Perhaps they constitute one of the most valuable forms of contemporary learning.

References

Kahneman, D. (2011). Thinking, Fast and Slow. Farrar, Straus and Giroux.

Rogers, C. R. (1961). On Becoming a Person. Houghton Mifflin.

Varela, F. J., Thompson, E., & Rosch, E. (1991). The Embodied Mind: Cognitive Science and Human Experience. MIT Press.

Académie française. (2026). Alignement. Dictionnaire de l’Académie française, 9th edition.

Académie française. (2026). Cohérence. Dictionnaire de l’Académie française, 9th edition.

CNRTL. (2026). Etymology of “cohérence” and etymology of “ancre.”

Usito. (2026). Ancrage. University of Sherbrooke.