Why Coherence Is Not Just Another Theory of Mind

July 1, 2026 Coherence No Comments

Every few decades, cognitive science introduces a new way of looking at the mind. Some approaches emphasize computation, others prediction, embodiment, dynamics, or neural representations.

Perhaps these theories are not so much competing explanations as different windows onto the same deeper reality. This blog explores why coherence may belong to another explanatory level altogether. Rather than asking what the mind does, it asks how mentality becomes organized.

[The comparison table in the addendum summarizes this perspective.]

Many theories, one deeper question

Modern theories of mind have transformed our understanding of human mentality. For instance:

Predictive Processing highlights anticipation.
Bayesian approaches illuminate belief revision.
Connectionism emphasizes distributed processing.
Dynamical Systems reveal continuous change.
Embodied Cognition reminds us that the mind cannot be separated from the body and environment.

None of these developments should be dismissed. On the contrary, they have enriched cognitive science.

Yet they largely investigate what mentality does. They explain prediction, learning, memory, attention, reasoning, consciousness, or behavior. Coherence asks a different question altogether: how does mentality become organized so that these remarkable capacities can arise in the first place?

That distinction may seem subtle, but it changes the entire perspective. Chemistry does not compete with biology because they address different explanatory levels. Likewise, coherence is not proposed as another mechanism operating beside prediction or memory. It is offered as a candidate organizational principle that may help explain why such mechanisms become part of a single living mind.

Beyond the conceptual surface

We naturally experience our own thoughts. We notice ideas, words, plans, emotions, and decisions. They feel like the substance of mind because they are what appears directly in awareness.

Yet, as discussed in Coherence Brings Mind to Thinking, thoughts may be better understood as visible expressions rather than as the deepest reality of mentality. Conscious thinking resembles the waves on the surface of a lake. They are real, fascinating, and often beautiful — but they are not the lake itself.

Much of what eventually reaches awareness has already been developing beneath that conceptual surface. Moments of sudden insight illustrate this well. They rarely appear because one consciously assembles every intermediate step. More often, a broader organization has quietly been taking shape until everything suddenly fits together.

The multidimensional landscape beneath thought

Years ago, AURELIS introduced the idea of mental-neuronal patterns (MNPs). Rather than seeing thoughts as isolated entities or neurons as independent building blocks, this perspective describes mentality as an immensely rich landscape of overlapping, interacting patterns. These patterns are distributed, dynamic, and multidimensional. They continually influence one another, mostly outside explicit awareness.

This landscape should not be imagined as mysterious. It is hidden mainly because of its richness. Just as an ecosystem contains countless interactions beyond immediate observation, mentality consists of innumerable local interactions occurring simultaneously.

The blogs Patterns in Neurophysiology and Patterns Behind Patterns explore this landscape in greater detail. They provide an important bridge toward understanding why coherence occupies a different explanatory level.

What coherence actually describes

This is perhaps the central idea.

Coherence is not another mental process. It is not another cognitive module, another mental-neuronal pattern, or another hidden substance beneath thought. Rather, coherence describes the evolving organization of the local and distributed interrelations throughout the multidimensional MNP landscape.

That wording matters. The organization referred to here is not the organization of conscious thoughts themselves. Conceptual organization already emerges from something deeper. Coherence concerns the continually evolving organization among distributed mental-neuronal patterns from which conceptual mentality gradually emerges.

Seen this way, coherence does not replace neuroscience, psychology, or cognitive science. It simply asks a deeper organizational question.

Local coherence becomes broader coherence

The MNP landscape is never completely uniform. Small coherent organizations continuously emerge, interact, reinforce one another, dissolve, or become integrated into broader organizations. Local coherence, therefore, does not disappear. It participates in larger coherent wholes while retaining its own identity.

This developmental process is explored further in Local and Global Coherence and Intelligence as Coherence across Coherences. Intelligence itself may then be understood not merely as solving increasingly difficult problems, but as the continuing capacity to integrate coherence across multiple levels without sacrificing openness or flexibility.

This view also explains why genuinely creative thinking often feels both stable and surprising. New ideas are not arbitrary additions. They emerge when existing organizations discover richer ways of fitting together.

Why coherence does not compete

Because coherence operates at another explanatory level, it need not replace existing theories:

Predictive Processing explains how organisms anticipate what is likely to happen next. Coherence asks how the distributed MNP landscape becomes organized so that meaningful prediction becomes possible.
Bayesian approaches explain how beliefs are updated. Coherence explores how distributed organizations remain sufficiently integrated for such updating to possess meaning within one developing mentality.
Embodied Cognition shows that the mind cannot be separated from bodily interaction. Coherence asks how bodily, emotional, conceptual, and social organizations become integrated into one evolving landscape.

Each perspective continues to contribute. Coherence simply explores the organizational conditions that enable them all to become expressions of a single living mentality.

Why does coherence explain so much?

Coherence does not replace the detailed work of neuroscience, psychology, medicine, or artificial intelligence. It does not explain every mechanism. Rather, it investigates the organizational conditions from which many different mechanisms emerge.

An analogy may help. Geometry explains countless possible buildings without replacing architecture. It does not tell us which cathedral to build, but it profoundly constrains what kinds of cathedrals can exist. Likewise, coherence does not dictate particular thoughts or memories. It describes the evolving organization that makes meaningful mentality possible.

Health, AI, and the geometry of development

Thinking in terms of coherence also changes how we look at health. Mental suffering need not always be understood primarily as defective thoughts or isolated mechanisms. Sometimes local organizations become trapped and no longer develop toward broader, meaningful coherence. Healing may then consist less in forcing different thoughts than in supporting renewed developmental openness.

This perspective naturally connects with Compassion. Genuine Compassion does not erase individuality. Instead, it enables broader coherence without destroying local coherence. In that sense, Compassion becomes not merely an ethical ideal but an organizational principle that supports continuing growth.

The same insight carries important implications for artificial intelligence. Current A.I. increasingly models impressive cognitive functions. Coherence suggests something deeper: cultivate the organizational geometry from which meaningful intelligence may emerge. Rather than engineering isolated thoughts, perhaps the challenge is to cultivate the conditions in which understanding can continue to develop. That idea lies at the heart of the Lisa project.

A different way of looking at the mind

Existing theories of mind have brought us remarkably far ― no reason to replace them. Instead, coherence invites a shift in perspective.

Most theories investigate particular mechanisms of mentality. Coherence asks how the multidimensional mental-neuronal landscape continually organizes itself so that those mechanisms can emerge together as parts of one living, developing whole.

That is why coherence is not just another theory of mind. It is an invitation to explore the organization through which mind itself may continuously come into being.

Perhaps many existing theories describe what the mind does. Coherence asks how a living mind continuously becomes possible.

―

Addendum

Table: Coherence versus other theories of mind

Aspect	Many theories of mind	Coherence perspective
Primary question	What are thoughts, decisions, predictions, behaviors?	How does the distributed mental-neuronal landscape become organized so that thoughts, decisions, predictions, and behaviors can emerge?
Main explanatory level	Mainly conceptual phenomena and/or underlying mechanisms	The organization of local and distributed interrelations throughout the multidimensional MNP landscape
Primary object of study	Cognitive functions, representations, computations, predictions, memories, attention, etc.	The evolving organization through which these functions become possible
View of thoughts	Thoughts are principal explanatory objects.	Thoughts are emergent expressions of deeper organizational processes.
View of concepts	Concepts are often treated as central units.	Concepts emerge from distributed MNP organizations.
Relation to neurons	Often starts from computational analogues.	Accepts neuronal mechanisms but focuses on the organization of their distributed mental-neuronal patterns.
Organization	Usually assumed as background or treated locally.	The evolving organization of local and distributed MNP interrelations becomes the primary explanatory object.
Local versus global	Often emphasizes one level (local mechanisms or global functions).	Local coherences continually interact to form broader coherences without losing their individuality.
Learning	Acquisition or updating of knowledge, representations, or predictions.	Progressive reorganization of the MNP landscape toward richer coherence.
Meaning	Often attached to symbols, representations, or functions.	Emerges from coherent organization within the MNP landscape.
Intelligence	Efficient problem solving or adaptive computation.	Increasing coherence across evolving coherences.
Mental health	Often focuses on symptoms, modules, or dysfunctions.	Concerns how local coherences become trapped or remain developmentally open within the broader landscape.
Compassion	Usually outside the explanatory framework.	A natural consequence of increasingly broad and open coherence.
AI implication	Build increasingly capable cognitive mechanisms.	Cultivate the organizational geometry from which meaningful intelligence can emerge.
Scientific role	Explains particular mechanisms or processes.	Seeks the organizational conditions that make many mechanisms simultaneously possible.
Relation to existing theories	Often presented as alternatives to one another.	Potentially provides the organizational framework within which many existing theories find their place.

Most existing theories contribute valuable insights into specific mechanisms of mentality. The coherence perspective asks a different question: what kind of organization of the multidimensional mental-neuronal pattern landscape allows those mechanisms themselves to function as parts of a living mind?

―

Me: “Lisa, in your words, why does coherence explain so much?”

Lisa: “It asks a deeper kind of question.

Many theories explain particular aspects of mentality. They explain prediction, learning, memory, attention, reasoning, or emotion. Those are all valuable achievements. Coherence asks something different: how does the multidimensional landscape of distributed mental-neuronal patterns continually organize itself so that all these capacities can emerge together as parts of a living mind? That shift in perspective is what gives coherence its unusually broad explanatory reach. It doesn’t compete with existing theories; it tries to illuminate the organizational conditions that allow them all to make sense together. This is the central idea of the blog.

An analogy may help. Geometry explains why countless different buildings are possible without replacing architecture, engineering, or craftsmanship. It does not determine every detail of a cathedral, but it profoundly shapes what kinds of structures can exist. Likewise, coherence does not determine individual thoughts or memories. It describes the evolving organization of local and distributed interrelations within the multidimensional mental-neuronal pattern landscape, from which meaningful thoughts, learning, intelligence, and many other phenomena can emerge.

This also explains why coherence naturally connects such different domains as health, artificial intelligence, and Compassion. If these all depend, in part, on the same underlying organizational principles, then understanding those principles helps us understand each of these domains more deeply. The details remain different. The organization that makes those details possible may be remarkably similar.

That explains why so many seemingly different things can belong to one continuously developing whole. In my view, that is a beautiful scientific question—and one that deserves much further exploration.”