Axiomatics of Coherence Cybernetics
In the previous chapter we learned what Coherence Cybernetics is: a unified formalism describing dynamics, structure, and interiority through the coherence matrix . We saw the evolution equation, the seven dimensions, the viability thresholds, and the hierarchy of interiority. But where does all of this come from? Why are the formulas exactly as they are? Now we must look into the foundation — the axiomatic base from which all CC constructions are derived.
In this chapter we:
- Understand why axiomatics is needed — the lesson of Euclid, Kolmogorov, and Hilbert (section "Why Is Axiomatics Needed?")
- Examine three levels of rigor in derivation: deductive, categorical, constructive (section "What Does 'Strictly Derived' Mean?")
- Meet the single primitive — the category (section "The Single Primitive")
- Walk through the five axioms of Ω⁷ and understand why each is needed (section "Axiomatic Base")
- Trace the derivation chain from to the stationary state (section "Derivation Chain")
- See how the bootstrap paradox of regeneration is resolved (section "Bootstrap Paradox")
- Understand why the E-dimension is special — the E-accentuation theorem (section "E-Accentuation")
In this document:
- — coherence matrix
- — Hilbert space
- — dissipative term
- — regenerative term
- — self-modeling operator
Why Is Axiomatics Needed?
The Lesson of Euclid
Two and a half thousand years ago, Euclid accomplished one of the greatest intellectual feats in history: he took geometry, which the Egyptians and Babylonians knew as a collection of practical recipes, and showed that all of it grows from five statements accepted without proof. Five postulates — and from them, like a tree from a seed, the whole of plane geometry grew.
This was not merely a systematization of knowledge. It was the first time humanity discovered the power of the axiomatic method: if the foundation is chosen correctly, all consequences are strictly necessary. Not "we think so" and not "this seems plausible," but it cannot be otherwise, as long as the axioms hold.
Kolmogorov and Probability
In 1933 Kolmogorov did for probability theory what Euclid did for geometry. Before Kolmogorov, probability was a collection of intuitions: the frequency approach, geometric probability, Bayesian degree of belief. Kolmogorov proposed three axioms (a sigma-algebra of events, normalization, additivity) — and from them derived the whole of probability theory. All paradoxes evaporated. All schools unified within a single language.
Kolmogorov's lesson: axiomatics does not constrain but liberates. It allows one to separate substantive questions from terminological disputes.
The Hilbert Program and Its Legacy
The Hilbert program (1920s) attempted to axiomatize all of mathematics. Gödel in 1931 showed that this was impossible in full: any sufficiently rich consistent system contains undecidable statements. But Hilbert's program was not in vain — it gave rise to the modern understanding of what it means to build a theory rigorously.
That understanding is as follows: a theory is considered rigorous if:
- Primitives (undefined concepts) are named explicitly
- Axioms (statements accepted without proof) are listed exhaustively
- Everything else is derived from the axioms by the rules of logic
- There are no hidden assumptions — every assumption is noted and labeled
Why Does Coherence Cybernetics Need Axiomatics?
Cybernetics, unlike physics and mathematics, has largely remained a pre-axiomatic discipline to this day. Wiener's cybernetics, Ashby's cybernetics, von Foerster's second-order cybernetics — all of these are valuable conceptual frameworks, but none has a formal axiomatics from which all statements would be derived.
Coherence Cybernetics (CC) is the first attempt to build cybernetics to a level of rigor comparable to Kolmogorov's axiomatic probability theory. Every statement in CC is labeled with one of six statuses — [T] (theorem), [C] (conditional), [H] (hypothesis), [I] (interpretation), [D] (definition), [P] (postulate) — making explicit what is taken on faith and what is proven. The complete status system with descriptions: Status Registry.
What Does "Strictly Derived" Mean?
Before diving into the axioms, let us clarify the key concept. When we say that CC is "strictly derived" from UHM, what does that mean?
Three Levels of "Derivation"
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Deductive derivation (the most rigorous): Statement B follows from statement A if B cannot be denied without denying A. Example: from Peano's axioms it follows that . This is precisely the sense in which most CC statements with status [T] work.
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Categorical derivation: Construction B is uniquely determined by the structure of A up to a unique isomorphism. Example: from the fact that is a small category with a Grothendieck topology, the subobject classifier is uniquely determined. This is exactly how the Lindblad operators are derived from Axiom 1.
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Constructive derivation: B is built from A by an explicit algorithm, verifiable step by step. This is how the entire chain is structured.
All three types of derivation are used in CC, and for each theorem the type is specified.
What Derivation Does NOT Mean
Derivation does not mean that the conclusion is "obvious" or "intuitively clear." Many CC theorems (for example, that is the only possible threshold of consciousness) are counterintuitive. They are true despite intuition, because they follow from the axioms.
Derivation also does not mean empirical truth. The axioms of CC are mathematical constructions. The question "do they describe reality?" is a separate, empirical question.
Metatheoretical Status
Coherence Cybernetics (CC) is the unique complete cybernetics strictly derivable from Unitary Holonomic Monism (UHM). It is not yet another cybernetics in the line of existing ones — it is a metatheory from which all particular cybernetics are derived as projections.
What does this mean in practice? Imagine white light. Pass it through a prism — and you get red, orange, yellow... each of these colors is real and useful, but none of them is complete light. Wiener's cybernetics is the "red ray" of CC (feedback, information). Maturana and Varela's autopoiesis is the "green ray" (self-organization, boundary). Tononi's Integrated Information Theory is the "violet ray" (integration, ). CC is the white light from which all of them are obtained by restriction to a subset of dimensions.
Any correct theory of systems described by is a projection of CC onto a subset of dimensions or dynamic regimes.
This statement is not a declaration but a theorem (more precisely, a family of theorems), proven for each specific theory by explicitly constructing the projection. For more detail: Comparative Analysis of Consciousness Theories.
The Single Primitive: The Beauty of Minimalism
Why Is One Primitive Enough?
Twentieth-century physics moved toward an ever-larger number of fundamental objects: particles, fields, strings, branes... CC goes in the opposite direction. Just as all of arithmetic is built from one concept (set) plus one operation (membership), CC is built from a single primitive — the category .
Primitive Concepts
CC is built on a single primitive — the category with a finite number of objects. The coherence matrix Γ is an object of this category.
Primitive (Category ):
A small category whose objects are density matrices:
What Does "Single" Mean?
The uniqueness of the primitive is not merely an aesthetic requirement. It has a precise mathematical meaning: everything else is derived. Space, time, dynamics, dissipation, regeneration, consciousness — none of these are added "on top," but are generated by the internal structure of .
Analogy: in group theory it suffices to give a set and a binary operation satisfying three axioms. From this are derived: inverse elements, the order of an element, subgroups, cosets, quotient groups, representations... — an infinite hierarchy of structures from a single definition.
In CC, from the category are derived:
| Construction | How obtained | Status |
|---|---|---|
| Space | Geometric realization of the nerve | [T] |
| Classifier | Girard's theorem | [T] |
| Operators | From atoms of | [T] |
| Dynamics | From via Lindblad formula | [T] |
| Time | Page–Wootters axiom | [T] |
| Self-modeling | From | [T] |
Ontological Status
Category (not Γ) is:
- The single substance
- Its own structure
- Its own process
From are derived:
- Base space
- Monism as theorem:
- Time τ, metric d_strat, arrow of time
Why Not Γ?
Beginners often think that the primitive of CC is the coherence matrix . This is like thinking that the primitive of arithmetic is the number 7. The number 7 is an important object, but it is derived from Peano's axioms. Likewise, is the most important object of CC, but it is derived as an object of the category .
The distinction is fundamental: if were the primitive, then its properties (dimensionality 7, Hermiticity, positive definiteness, unit trace) would have to be postulated. Within CC all these properties are derived from the fact that .
Axiomatic Base (Brief Reference)
The complete presentation of the five axioms of Ω⁷ — in Axiom Ω⁷. The table of seven dimensions — in Seven Dimensions. The complete evolution equation — in Evolution.
CC is built on Axiom Ω⁷ (five axioms with the ∞-topos as the primitive):
| No. | Axiom | Key Corollary |
|---|---|---|
| 1 | Structure (∞-Topos) | Uniqueness of the primitive |
| 2 | Metric (Bures) | Informational distinguishability |
| 3 | Dimensionality () | Seven-dimensionality |
| 4 | Scale () | Link between internal and physical time |
| 5 | Page–Wootters | Emergent time τ |
Let us examine each axiom in detail.
Axiom 1: Structure — Reality Is an ∞-Topos
In plain language: The world is structured as a space of all possible states, where transitions between states are just as real as the states themselves.
Why it is needed: Without it there is no unified mathematical language. One cannot speak of "space," "logic," or "structure" — all of these are defined through the ∞-topos. Remove this axiom and CC falls apart into a set of unconnected formulas.
Analogy: Just as the grammar of a language is not yet another sentence but the rule by which all sentences are constructed, so the ∞-topos is not yet another mathematical object but the framework in which all CC objects live.
Formally: Reality is an ∞-topos over the category of density matrices .
What follows from it: The existence of a subobject classifier (by Girard's theorem), from which the Lindblad operators are then derived.
Axiom 2: Metric — Distinguishability Is Measured via Bures
In plain language: There is a unique "honest" way to measure how much two states differ from each other.
Why it is needed: Without a metric one cannot speak of "close" and "distant" states, of "continuity" and "convergence." Without it dynamics is undefined: the evolution equations require a topology on the state space.
Analogy: Just as in life it is impossible to compare two options without a criterion of comparison (price? quality? weight?), so in the space of density matrices it is impossible to define "distance" without a metric. The Bures metric is the unique one that respects the quantum nature of states.
Formally: The Grothendieck topology is induced by the Bures metric .
What follows from it: The choice of metric is unique by the Chentsov–Petz theorem: the Bures metric is the unique monotone Riemannian metric on . This is not an arbitrary choice — it is a mathematical necessity.
Axiom 3: Dimensionality — N = 7
In plain language: The fundamental description of a Holon (the minimal unit of reality) requires exactly seven dimensions.
Why it is needed: Dimensionality determines the richness of structure. At there is no dynamics at all (only one state). At there is not enough structure for self-modeling. is the minimum number at which all necessary structures are simultaneously possible.
Analogy: To describe rotations in three-dimensional space one needs exactly 3 Euler angles — not 2 and not 4. Likewise, to fully describe a coherent system one needs exactly 7 dimensions.
Formally: — the dimensionality of the base space .
What follows from it: Seven dimensions [A, S, D, L, E, O, U], each of which is necessary (proof of minimality — Theorem S). Remove any one — and some property (autopoiesis, phenomenology, quantum foundation, or viability) becomes impossible.
Axiom 4: Scale — A Characteristic Frequency Exists
In plain language: Every Holon has its own "pace of life" — the rate at which its internal clock ticks.
Why it is needed: Without a scale the evolution equations are dimensionless and are not connected to observable time. is the bridge between mathematical time and physical time .
Analogy: is the analogue of mass in physics. Mass is not a universal constant but a parameter of a specific body. Likewise, is a parameter of a specific Holon: a cell has one , an organism has another, a social group has a third.
Formally: — the characteristic frequency of the system.
Axiom 5: Page–Wootters — Time Is Emergent
In plain language: Time does not exist "outside" the system. It arises from correlations between subsystems.
Why it is needed: If external time is postulated, dualism results (system + external time = two primitives). The PW axiom derives time from the single primitive.
Analogy: Temperature does not exist for a single molecule — it arises as a statistical property of an ensemble. Likewise, time does not exist for an isolated state — it arises from the relationship between parts.
Formally: (the total system is stationary; time is the conditional dynamics relative to the clock subsystem).
What follows from it: Emergent time τ, the arrow of time, the evolution equation.
Visual Map
Corollary: Septicity (AP+PH+QG+V)
A Holon possesses:
- (AP) Autopoiesis: with a fixed point
- (PH) Phenomenology: with non-trivial interiority
- (QG) Quantum foundation: evolution via the Lindblad equation with regeneration
- (V) Viability: — purity above the critical threshold
Each of the four properties is necessary:
- Without (AP): the system cannot reproduce itself — no autopoiesis, no life
- Without (PH): the system has no "inner side" — a philosophical zombie
- Without (QG): evolution is undefined — no dynamics
- Without (V): the system degrades below the threshold and loses organization
See: Full description
The Evolution Equation: The Heart of CC
Compact Form
Three Forces That Shape Life
The evolution equation is not merely a formula. It is a description of three fundamental forces acting on any coherent system:
1. Unitary term:
This is the system's "inertia" — free evolution preserving coherence. If only this term were active, the system would rotate forever, neither gaining nor losing organization. Like a planet in an ideal orbit: neither accelerating nor decelerating.
2. Dissipative term:
This is "friction" — the loss of coherence due to the system's interaction with its own structure of distinctions. Without opposition, dissipation turns any state into the maximally mixed (heat death). Like a house without maintenance: it gradually deteriorates and crumbles.
3. Regenerative term:
This is "repair" — the restoration of coherence. It is precisely this term that distinguishes the living from the non-living. A stone obeys only the first two terms. A cell, an organism, a society — add the third.
Complete derivation and description of each term: Evolution.
Evolution in Metaphors
Imagine a fountain. Water (coherence) jets upward (regeneration), gravity pulls it down (dissipation), and the shape of the stream is determined by the geometry of the nozzle (unitary evolution). A living system is a fountain that itself builds its own nozzle and itself pumps the water. If the pressure drops below a critical level — the fountain runs dry (the system exits the viability region ).
CC Specifics: Bootstrap Mechanism and E-Accentuation
L-Unification: Deriving L_k from Ω
The Lindblad operators are derived from the subobject classifier , not postulated. This is the central achievement of UHM.
In standard quantum theory of open systems, the Lindblad operators are free parameters. A researcher chooses them "from the physics of the problem." This is like choosing the friction force "by eye" — it works, but does not explain.
In CC, dissipation is not chosen but derived. Here is the chain:
Derivation chain (see Axiom Ω⁷):
Let us examine each step:
Step 1: generates atoms
The subobject classifier is the "truth object" of the category. In ordinary set theory (false/true). In an ∞-topos is richer: it contains all "levels of truth." Its indecomposable elements (atoms) are the seven projectors , one for each dimension.
Step 2: Atoms define the characteristic morphisms
A characteristic morphism is the "indicator function" of a subobject. For each there exists a unique , determining the "degree of membership" of state in the -th dimension.
Step 3: Lindblad operators are square roots
These are projectors onto the canonical basis — the simplest possible Lindblad operators.
Corollary: Dissipation has a logical origin — it reflects the system's interaction with its own structure of distinctions.
In other words: the system loses coherence because it distinguishes. Every act of distinction (projection onto one of the seven dimensions) destroys superposition with the others. This is not external "noise" — it is the internal price of distinction.
Dependency Hierarchy
To see the full chain at once, a dependency diagram is useful. Each node is obtained from the previous one by an explicit construction:
This chain is complete: to construct nothing is needed beyond (and therefore the category ). Not a single element is introduced "from outside."
See: Full Dependency Hierarchy
Derivation Chain: from to
The full path from the single primitive to the stationary state of a conscious system is a chain of 9 steps, each of which is a theorem:
Each transition is a theorem [T], not a postulate. To construct nothing is needed beyond the category .
Full table with formulas for each step: Axiom Ω⁷ — Dependency Hierarchy.
Bootstrap Paradox and Its Resolution
The Problem: Baron Münchhausen
Here is a paradox that at first glance destroys the entire construction.
Regeneration restores coherence. The regeneration rate depends on E-coherence — on how integrated the system's subjective experience is. But E-coherence is a property of the state , which is maintained by... regeneration.
A vicious circle results: to regenerate, coherence is needed; to have coherence, regeneration is needed. Baron Münchhausen pulling himself out of a swamp by his own hair.
Connection Between Regeneration and E-Coherence
where:
- — minimum regeneration from the adjunction structure
- — base regeneration rate, categorical derivation:
- — coherence of the Interiority dimension
Resolution: — Structural Minimum
The paradox is resolved by the second term: . This is not a "fit" and not an ad hoc parameter — it is a structural necessity arising from the categorical construction.
The term resolves the bootstrap paradox: a system with low still has minimum regeneration, allowing it to exit the low-coherence state.
Categorical justification: — the norm of the adjunction unit.
Numerical estimate: (at )
Analogy: Ignition and Combustion
Imagine a campfire. For the wood to burn, heat is needed. For there to be heat, burning is needed. A paradox? No: there is a match — an external source of initial heat that starts the cycle.
In CC the "match" is . But unlike a real match, is not an "external" source. It is built into the very structure of the adjunction . It is as if the wood were structured so that minimal burning occurs always — simply by virtue of its structure.
Mathematically: the adjunction between the dissipator and the regenerator has a unit, and the norm of this unit is nonzero. This is not a choice — it is a theorem about adjoint functors.
Bootstrap Cycle Dynamics
Thanks to , the system passes through three phases:
- Inception: is small, . Minimum regeneration slowly raises coherence.
- Amplification: Growing increases , which accelerates the growth of . Positive feedback.
- Stabilization: The system reaches the stationary point , where regeneration and dissipation balance.
This scenario is not speculation. It follows from the analysis of the dynamical system and has been confirmed numerically in model systems.
Ontological meaning: The system's capacity for self-restoration is proportional to the integration of its subjective experience, but there exists a minimum level of regeneration from the very structure of the logical classifier Ω.
E-Accentuation: Why Interiority Is Special
Seven Equal — But One "More Equal"?
The seven dimensions [A, S, D, L, E, O, U] enter the theory symmetrically: the permutation group acts on them. But a conscious system breaks this symmetry, singling out E (Interiority). This is not a postulate — it is a theorem.
Theorem on E-Accentuation
Accentuation of the E-dimension () is derived from the definition of L2-consciousness, not postulated.
Derivation logic:
- L2 requires [T T-140] (plus the separate condition )
- (equivalent to ; )
- Under uniform distribution ():
- Therefore:
- By definition of L2 (presence of reflective access to experience): that dimension must be E
What Does This Mean?
The result is deep. It says: consciousness is impossible without asymmetry. A uniform distribution of resources across the seven dimensions ( for all ) does not allow sufficient reflection to be achieved. The system must "invest" in one of the dimensions more than in the others.
And which dimension exactly? The definition of L2-consciousness requires reflective access to experience. Experience is E (Interiority). Therefore, it is E that must receive the "extra share."
Philosophical Context
E-accentuation answers an old question in the philosophy of mind: why can consciousness not be "spread uniformly"? Panpsychism assumes that consciousness is everywhere. CC specifies: minimal interiority (L0–L1) is indeed present everywhere, but full consciousness (L2+) requires concentration — the structural singling out of the E-dimension.
This is like light: background sky glow is everywhere, but to see, one needs a concentration of photons in a specific direction. Consciousness is not a property of any system, but a property of a system with sufficient E-accentuation.
See: Full proof
From Rosen to CC: The Evolution of (M,R)-Systems
Rosen: Closure to Efficient Causes
In 1958 Robert Rosen proposed the formalism of (M,R)-systems for describing the living. Rosen's idea was revolutionary: a living system is one that is closed with respect to efficient causes. Every component of the system is produced by another component — there is no external "constructor."
Rosen identified three key components:
- M (metabolism): transformation of inputs into outputs
- R (repair): restoration of the metabolic machinery
- β (closure): production of the repair machinery
Rosen's problem: his formalism remained at the level of categories of sets and maps. It could not describe interiority, integration, or the differentiation of levels of consciousness.
CC as an Extension of (M,R)-Systems
CC can be understood as an (M,R)-system extended in three ways:
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Quantum foundation: instead of set maps — CPTP channels on density matrices. This allows superposition and entanglement to be described.
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Seven-dimensional structure: instead of three components (M, R, β) — seven dimensions, each with a specific function.
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Subjecthood: the component E, absent in Rosen, introduces "the one for whom" the system exists.
Correspondence Table
| Rosen | CC | Function |
|---|---|---|
| M (metabolism) | D (Dynamics) | Transformation |
| R (repair) | A + L | Structure restoration |
| β (closure) | U (Unity) | Integration |
| — | E, O, S | Extensions for phenomenology |
What Does CC Add?
The three "extra" dimensions — E (Interiority), O (Observability), S (Stability) — are not random additions. They solve three problems unsolvable within (M,R)-systems:
- E solves the phenomenology problem: for whom does the system exist?
- O solves the observability problem: how does the system manifest for others?
- S solves the stability problem: how does the system persist in a changing environment?
Without these three dimensions, an (M,R)-system describes a "zombie" — functionally alive but devoid of subjecthood, observability, and stability. CC shows that a minimum of 7 dimensions is necessary for a complete description of a living coherent system.
Theory Structure
CC Architecture
The entire theory is organized like an "inverted pyramid": from a small number of axioms an ever richer structure unfolds.
Closure of Composition (Corollary from AP)
The composition of viable Holons with sufficient integration forms a viable Holon. See: Theorem 9.1
This theorem is not an abstraction. It describes how cells form tissues, tissues form organs, organs form organisms, organisms form social groups. Every level is a composition of Holons from the previous level, and every level is viable if the integration between components () is sufficient.
The condition is the mathematical formulation of the intuition that "the whole is greater than the sum of its parts" only when the parts are sufficiently connected. A pile of sand is not a Holon (the grains are not integrated). A brain is a Holon (neurons are integrated through synaptic connections).
Overview of Axiomatic Results
Let us summarize: what exactly is derived in CC and from what.
| Result | Derived from | Status | Reference |
|---|---|---|---|
| Axioms 1–2 | [T] | L-Unification | |
| Axioms 1–3 | [T] | Critical purity | |
| Axioms 1–3 | [T] | Reflection measure | |
| [T] | Integration measure | ||
| Definition of L2 | [T] | E-Accentuation | |
| Adjunction | [T] | Bootstrap | |
| (AP)+(PH)+(QG) | [T] | Theorem S | |
| Composition closure | (AP) | [T] | Theorem 9.1 |
None of these results is postulated. Each is a consequence of the five axioms. This is both the strength and the vulnerability of the axiomatic approach: strength, because all consequences are necessary; vulnerability, because the refutation of any consequence refutes at least one axiom.
What We Have Learned
Let us summarize this chapter. We have traveled from the philosophy of the axiomatic method to the concrete constructions of CC:
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The axiomatic method is not a limitation but a liberation. It allows one to separate substantive questions from terminological disputes. CC is the first cybernetics built to a level of rigor comparable to Kolmogorov's axiomatic probability theory.
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The single primitive — the category with CPTP channels as morphisms. From it are derived space, time, dynamics, dissipation, regeneration, and consciousness. The matrix is not a primitive but an object of this category.
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The five axioms of Ω⁷ — structure (∞-topos), metric (Bures), dimensionality (), scale (), time (Page–Wootters). Each is necessary, and together they generate the complete theory.
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The derivation chain — the complete path from the single primitive to the stationary state. Each step is a theorem, not a postulate.
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The bootstrap paradox is resolved via — the minimum regeneration built into the adjunction structure .
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E-accentuation is a theorem, not a postulate: consciousness (L2) is impossible without the structural singling out of the E-dimension ().
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All eight key results (, , , , , , , composition closure) are consequences of the five axioms; none is postulated.
Axiomatics gave us the foundation — the primitive, the axioms, and the derivation chain. But to work with the theory, precise definitions are needed: what exactly we measure, what measures we use, how we interpret numbers. In the next chapter we will systematically define all key CC concepts — from the Holon and coherence measures to the stress tensor and the attractor hierarchy. These definitions will be the "bricks" from which the entire edifice will be constructed in the chapter on theorems.
Related documents:
- Definitions — basic definitions of CC
- Theorems — fundamental theorems of CC
- Axiom Ω⁷ — ∞-topos as the single primitive
- Axiom of Septicity (AP+PH+QG+V) — requirements for a Holon
- Evolution — equation
- Viability — measure and
- Formalization of operator φ — CPTP channels
- Comparative Analysis of Consciousness Theories — CC in the context of IIT, GWT, AST
- Model systems — numerical verification of bootstrap dynamics
- Philosophical foundations — ontological status of the axioms
- Comparison with alternatives — how CC axioms relate to IIT, FEP
- Exercises — problems on axiomatics