Λ-Determinism: Theory of Hierarchical-Integral Determinism

An Authorial Investigation of Determinism and the Nature of Randomness
Petrov I.
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This work represents the result of the author's many years of reflection on the problem of causality and determinism. Being a non-professional researcher, I arrived at the conclusions presented here independently, based on the study of the works of classical philosophers and my own logical constructions.

I do not claim scientific novelty or absolute rigor of presentation. If similar ideas have been previously expressed by anyone in a similar form — which is quite likely, given the antiquity of the problem itself — all priorities, of course, remain with the original authors.

My goal is modest: to offer the reader a logical chain of reasoning that, it seems to me, sheds additional light on this eternal question. I would be grateful for any comments and indications of possible shortcomings in the presented arguments.

Introduction

"Chance is but the measure of our ignorance."
— Pierre-Simon Laplace

The problem of determinism, that is, the question of the universal causal conditioning of events, is one of the oldest in philosophy and science. From ancient debates about fate and free will to modern discussions about interpretations of quantum mechanics — this topic retains its relevance.

Classical physics was dominated by Laplacian determinism — the idea that if we knew the exact position and velocity of all particles in the Universe, we could predict any future event. However, with the advent of quantum mechanics, this certainty was shaken.

"The most incomprehensible thing about the universe is that it is comprehensible."
— Albert Einstein

The goal of this work is not to revive Laplacian determinism in its original form, but to construct a rigorous logical system that allows for a correct analysis of the principle of causality and its consequences. We will consider the concept of "causal closure" as a fundamental property of reality and analyze whether it is compatible with modern scientific ideas.

It should be emphasized that this research does not claim to discover fundamentally new philosophical truths. Its main goal is the systematization and rigorous formalization of classical ideas of determinism, dating back to Spinoza, Leibniz, and Laplace. The presumed novelty of the work lies not in the ideas themselves, but in their composition and the construction of a deductive chain leading from accepted axioms to conclusions about the nature of quantum uncertainty. The subsequent exposition also develops the concept of a multi-level causal structure, which allows explaining apparent stochasticity within the framework of global determinism.

1. Basic Definitions

DEFINITION 1.1 (Event)

An event is understood as any fact or change in the state of a system, localizable in space-time. The set of all events is denoted as ℰ.

Simple Explanation:

An event is any fact that can be recorded: an apple falling, a person's birth, a chemical reaction. The set of all events is simply the totality of everything that has ever happened, is happening, or will happen.

DEFINITION 1.2 (Causal Relation)

A causal relation ≺ on the set ℰ is a binary relation satisfying the conditions:

(1) Irreflexivity: e:ee (2) Antisymmetry: e1,e2:(e1e2)(e2e1) (3) Transitivity: e1,e2,e3:(e1e2)(e2e3)(e1e3)

Notations in the formula:

  • ∀ — "for all" (universal quantifier)
  • ∈ — "belongs to"
  • ℰ — the set of all events
  • ≺ — causal relation "is a cause of"
  • ⊀ — "is not a cause of"
  • ⇒ — "implies" (logical consequence)
  • ∧ — "and" (logical multiplication)

Simple Explanation:

A causal relation is simply a way of saying that one event is the cause of another. It has three natural properties:

  1. Irreflexivity — nothing is the cause of itself
  2. Antisymmetry — if A is the cause of B, then B cannot be the cause of A
  3. Transitivity — if A is the cause of B, and B is the cause of C, then A is the cause of C

These properties correspond to our intuitive understanding of causality.

DEFINITION 1.3 (Level of Universe Configuration)

A configuration level is understood as a separate causal loop or mode of existence of the Universe, characterized by its own set of physical laws and causal relations. The set of all possible levels is denoted as C = {C₁, C₂, ..., Cₙ}, where n is finite.

C={C1,C2,,Cn}, where n<

Simple Explanation:

Imagine that the Universe can exist in different "modes" or "configurations". Each level is like a separate layer of reality with its own laws. For example, our familiar physical world is one level (Cₖ). There may be a finite number of such levels, and together they form the complete reality.

2. System of Axioms

AXIOM 2.1 (Epistemic Causal Connectivity)

For any finite observer considering two events e₁, e₂ ∈ ℰ, there always exists a consistent narrative explanation linking them into a single causal chain:

e1,e2,e1e2:N(e1,e2) — causal narrative

Notations in the formula:

  • N(e₁, e₂) — causal narrative (explanation) linking events e₁ and e₂
  • ∃ — "there exists" (existential quantifier)
  • ≠ — "not equal to"

The impossibility of constructing such an explanation is a consequence of the fundamental limitation of the observer's knowledge, not the absence of connection in the ontological structure of the world.

Simple Explanation:

This axiom states that any two distinct events in the Universe can be linked by a causal explanation. We are not asserting direct physical influence between distant events, but rather that in a complete description of reality they turn out to be connected through a common causal history.

Justification of the Axiom
Suppose there exist two completely independent events A and B, not causally connected even in the complete description of reality.
But then they belong to different realities. The very fact that we can compare them and consider them as part of one reality indicates their connection through common space-time and a common causal history.
Even if events seem independent, they are connected through the common causal structure of the world. For example, two distant cosmic events are connected through the common origin of the Universe in the Big Bang.
Thus, the assumption of the existence of absolutely independent events contradicts the very notion of a unified reality.
AXIOM 2.2 (Causal Density)

Between any two causally related events there exists an intermediate event:

e1,e2:(e1e2)e3:(e1e3)(e3e2)

Notations in the formula:

  • e₃ — intermediate event between e₁ and e₂
  • ∧ — "and" (logical multiplication)

Simple Explanation:

This axiom states that causal connection is never instantaneous or immediate. Between cause and effect there are always intermediate events forming a continuous chain.

Justification of the Axiom
Consider two events: cause A and effect B.
If there were no intermediate events between them, the connection would be instantaneous and direct.
But in the real world, any influence propagates at a finite speed (not exceeding the speed of light) and passes through intermediate states.
Even in quantum mechanics, where there are non-local phenomena, information transfer still obeys the speed of light limitation, which implies the existence of intermediate processes.
Therefore, causal connection is always dense — between any two causally related events there is a third.
AXIOM 2.3 (Global Causality)

There is no event isolated from the causal structure of the world:

e:e:(ee)(ee)

Notations in the formula:

  • e′ — some other event
  • ∨ — "or" (logical addition)

Simple Explanation:

This axiom states that there are no completely isolated events. Every event is connected by causal relations to at least one other event in the Universe.

Justification of the Axiom
Suppose there exists an event X completely isolated from the causal structure of the world.
But then how can we know of its existence? The very fact of our knowledge of X establishes a causal connection between X and our consciousness.
Even if we imagine a hypothetical event that no one will ever know about, it is still connected to other events through common physical laws and space-time.
Thus, the notion of an absolutely isolated event is logically contradictory — its very existence already establishes its connection with reality.
AXIOM 2.4 (Integrity of Causal Structure)

Every event is connected by causal relations to the entire structure of the Universe:

e:S,S:(esS:ese)(ees)

Notations in the formula:

  • S ⊆ ℰ — subset of the set of all events
  • ∅ — empty set
  • eₛ — event from subset S

Simple Explanation:

This axiom states that each event is connected not just to some other single event, but to a whole network of events constituting the structure of the Universe. The observer and their intentions are also part of this structure and influence events.

Justification of the Axiom
Consider any event E in the Universe.
E occurs at a specific place and time, which are part of the unified space-time of the Universe.
The laws of physics operating in the Universe are the same everywhere and connect all events through fundamental interactions.
Even the observer's intention to measure an event is part of the causal structure and influences the result through the measurement process.
Thus, every event is woven into the single causal network of the entire Universe.
AXIOM 2.5 (Observer Integration)

Any measurement event includes the state of the observer as an integral part:

em=f(S,M,O)

Notations in the formula:

  • eₘ — measurement event
  • f(S, M, O) — function determining the measurement result
  • S — state of the physical system
  • M — state of the measuring instrument
  • O — psychophysical state of the observer

Simple Explanation:

This axiom states that the observer is not external to the measured system. Their mental state, including the intention to measure, is as much a part of the causal structure as the physical system itself.

Justification of the Axiom
Consider a quantum measurement: the choice of measurement basis, the moment of measurement, the interpretation of the result — all this depends on the observer.
But the observer's brain consists of the same atoms as the measuring instrument and obeys the same physical laws.
Therefore, the observer's state must be included in the complete description of the measurement event.
This does not mean that consciousness "creates" reality, but that it is part of a unified causal network.
AXIOM 2.6 (Multilevel Causal Closure)

The set of all configuration levels C forms a causally closed system. There are no external causes relative to C that influence events inside any level Cᵢ ∈ C.

XC:X causally influences CiC

Notations in the formula:

  • ∄ — "there does not exist"
  • X ∉ C — something not belonging to the set of levels C
  • Cᵢ — specific level from the set C

Simple Explanation:

This axiom extends the principle of causal closure to the entire hierarchy of reality levels. All possible "worlds", "realities" or "configurations" of the Universe form a single causally closed system. There is nothing "outside" this system that could influence events within it.

Justification of the Axiom
Suppose there exists some external factor X influencing levels from C.
But then X must be either an event, or a configuration level, or something else that can be described.
If X is an event, then it belongs to ℰ, which is part of some level Cⱼ ∈ C.
If X is a configuration level, then it must belong to C by definition.
If X cannot be described as either an event or a level, then its existence is unverifiable and metaphysically meaningless.
Therefore, the assumption of the existence of external X leads to a contradiction.
AXIOM 2.7 (Finiteness of Level Hierarchy)

The set of all configuration levels C is finite:

|C|=n<

Notations in the formula:

  • |C| — cardinality (number of elements) of set C
  • n < ∞ — n is finite

Simple Explanation:

This axiom states that although there may be many levels of reality, their number is finite. This prevents infinite regress and ensures the fundamental knowability of the complete structure of reality.

Justification of the Axiom
Suppose the set C is infinite.
Then a complete description of reality would require an infinite amount of information.
But any physical embodiment of information is finite (for example, the number of particles in the Universe is finite).
Therefore, an infinite set of levels cannot be realized in physical reality.
Furthermore, an infinite number of levels would create a fundamental unknowability of reality even for a hypothetical omniscient observer.
Thus, it is reasonable to assume the finiteness of C.

3. Main Theorems

THEOREM 3.1 (On Causal Closure)
Statement: The set of all events ℰ forms a causally closed system.
Proof:
Assume the contrary: there exists an event e* ∉ ℰ that causally influences some e ∈ ℰ.
Then by the definition of causal relation, e* must be an event, i.e., e* ∈ ℰ.
We obtain a contradiction: e* ∉ ℰ and e* ∈ ℰ.
Therefore, there are no events outside ℰ that causally influence events inside ℰ.
 is a causally closed system.

Simple Explanation:

This theorem states that the Universe is causally closed — there are no external causes influencing events within it. All causes and effects are contained within the Universe itself.

This does not mean that we know all the causes of all events, but only that all these causes exist within reality itself, not outside it.

THEOREM 3.2 (On Predictability of Quantum Events)
Statement: With complete knowledge of the state (S, M, O), the result of a quantum measurement is deterministic.
Proof:
Consider a quantum system S, a measuring instrument M, and an observer O.
By Axiom 2.5, the measurement event em = f(S, M, O).
If with fixed S, M, O the result could vary, this would violate causal connectivity (Axiom 2.1).
Therefore, with complete knowledge of (S, M, O), the measurement result is uniquely determined.
P(A|S,M,O){0,1}

Notations in the formula:

  • P(A|S, M, O) — probability of event A given complete knowledge of S, M, O
  • ∈ {0, 1} — takes value either 0 or 1 (deterministic)

Simple Explanation:

This theorem states that the apparent randomness of quantum measurements arises from our incomplete knowledge. If we knew the complete state of the system, instrument, and observer, the result would be predictable.

Quantum probability reflects not fundamental randomness, but our ignorance of subtle correlations in the unified causal structure.

THEOREM 3.3 (On Fundamental Incompleteness of Measurement)
Statement: For any measurement eₘ = f(S, M, O), there is no finite algorithm that allows complete determination of the state O at the moment of measurement.
Proof:
Suppose there exists an algorithm A that determines the complete state O.
Then for algorithm A to work, it requires an observer O', who must determine their own state to correct the measurement.
This generates an infinite regress: O'', O''', ...
Therefore, there is no finite algorithm for complete determination of the observer's state.
A:A(S,M,O)O completely

Notations in the formula:

  • ∄ — "there does not exist"
  • A(S, M, O) → O — algorithm transforming input data into the complete state of the observer

Simple Explanation:

This theorem explains why quantum uncertainty is fundamentally ineliminable in practice. To completely predict the measurement result, we need to know the state of the observer, but for that we need another observer, and so on ad infinitum.

This creates a fundamental epistemological barrier that protects the theory from experimental refutation.

THEOREM 3.4 (On Global Determinism)
Statement: The complete state of the Universe Λ, including the states of all levels C, evolves deterministically.
Proof:
Define the complete state of the Universe as Λ = (Λ₁, Λ₂, ..., Λₙ), where Λᵢ is the state of level Cᵢ.
By Axiom 2.6, the set C is causally closed, and by Axiom 2.7 it is finite.
Each level Cᵢ obeys its own deterministic laws (by construction).
Interactions between levels are also deterministic (otherwise causal closure would be violated).
Therefore, the evolution of the complete state Λ is deterministic.
Λ(t)=F(Λ(0),t)

Notations in the formula:

  • Λ(t) — complete state of the Universe at time t
  • F — deterministic evolution function
  • Λ(0) — initial state of the Universe

Simple Explanation:

This theorem states that although our local reality may appear stochastic, the complete reality, including all configuration levels, develops strictly deterministically. All apparent randomness arises from our limited knowledge of the complete state Λ.

4. Hierarchical Determination and Quantum Mechanics

Principle of Hierarchical Determination

Quantum probability describes the behavior of subsystems. The cause of "randomness" is not the absence of causes, but their complexity. The complete system "Universe + Hypothetical Observer with complete knowledge" is deterministic.

P(A|B)=1 for the complete state Λ, but 0<P(A|B)<1 for incomplete BΛ

Notations in the formula:

  • P(A|B) — probability of event A given condition B
  • Λ — complete state of the Universe
  • B′ ⊂ Λ — incomplete knowledge about the state of the Universe
  • 0 < P(A|B′) < 1 — probability takes values between 0 and 1

Probability in QM is a projection of an N-dimensional deterministic process onto the 3-dimensional subspace of knowledge of a finite observer.

4.1 Multilevel Causal Structure

The model presented above does not contradict the idea of the existence of multiple "levels" or "configurations" of reality. We can assume that the Universe exists within a finite set of causal levels C = {C₁, C₂, ..., Cₙ}, where n is finite.

Our observable reality corresponds to one of these levels, Cₖ. The laws of physics, including quantum mechanics, describe the regularities operating precisely at this level. However, the complete deterministic structure of the Universe is described by the global state Λ, which includes the states of all levels:

Λ=(Λ1,Λ2,,Λn)

Notations in the formula:

  • Λ — complete state of the Meta-Universe
  • Λᵢ — state of configuration level Cᵢ
  • n — finite number of levels

In such a model:

  1. Global determinism is preserved. The evolution of the complete state Λ is deterministic (Theorem 3.4).
  2. Causal closure holds for the set C as a whole (Axiom 2.6). There are no external causes relative to C.
  3. Quantum uncertainty at level Cₖ may be a consequence of our fundamental ignorance about interactions with other levels or about the internal state of the entire Λ.

This model offers an explanation for the apparent variability and stochasticity of our level of reality without introducing fundamental randomness.

Analogy with a Multi-layer Processor

Imagine a multi-core processor where each core runs its own program (level Cᵢ). Each program is deterministic, but the cores exchange data through shared memory (interaction between levels). An observer located inside one core sees only their own program and the received data — for them, some events seem random, although the entire system as a whole operates deterministically.

5. Bell's Theorem and Causal Closure

John Bell's theorem (1964) is considered one of the most serious challenges to determinism. It shows that no local theory with hidden parameters can reproduce all the predictions of quantum mechanics.

Interpretation of the "Global Hidden Parameter"

Bell's theorem proves the impossibility of local hidden parameters. But it not only does not exclude, but indirectly confirms the existence of a single global hidden parameter — the complete state of the Universe Λ(t) at moment t=0.

Non-local correlations are not "influence", but a manifestation of the mutual consistency of all events initially embedded in Λ(0).

P(A,B|a,b)=dΛρ(Λ)PA(A|a,Λ)PB(B|b,Λ)

Notations in the formula:

  • P(A, B|a, b) — joint probability of events A and B given conditions a and b
  • ∫ dΛ ρ(Λ) — integration over the global parameter Λ with distribution ρ(Λ)
  • PA(A|a, Λ) — deterministic probability of event A (0 or 1)
  • PB(B|b, Λ) — deterministic probability of event B (0 or 1)

where Λ is the global parameter, and PA, PB are deterministic functions taking values 0 or 1.

Bell's theorem does not refute the proposed theory for several reasons:

  1. Locality — Bell considers only local hidden parameters, whereas this theory assumes a global causal structure
  2. Observer as part of the system — in this theory, the observer and their measuring instruments are not external to the system, but are part of a unified causal structure
  3. Incompleteness of description — the quantum mechanical description of the system may be incomplete, not accounting for the entire global causal structure
  4. Multilevel nature — correlations may arise from interaction between different configuration levels C

Iceberg Analogy

Imagine an iceberg. Quantum mechanics describes only the visible part — correlations between measurements. Bell's theorem shows that these correlations cannot be explained by local causes in the visible part. But the presented theory claims that the cause lies in the invisible part — the entire global structure of the Universe, including its developmental history, all interconnections, and other configuration levels.

Thus, Bell's theorem does not contradict causal closure, but only shows the limitations of local explanations. The global causal structure can explain quantum correlations without violating causality.

6. Quantum Uncertainty and Causal Closure

Many believe that quantum mechanics with its uncertainty principle and probabilistic nature of the microcosm refutes determinism. However, this is not necessarily the case.

Quantum uncertainty fits perfectly into the proposed model of causal closure:

  1. Causal connectivity is preserved — even quantum events are connected to other events. For example, the measurement result is connected to the state of the measuring instrument.
  2. Causal density is not violated — between a quantum event and its manifestation in the macro world, there are intermediate processes.
  3. Global causality holds — no quantum event is absolutely isolated.
  4. Integrity of causal structure — quantum events are determined by the entire structure of the Universe, not just by local parameters.
  5. Multilevel nature — uncertainty may arise due to interaction with other configuration levels inaccessible to direct observation.

The Role of the Observer in Quantum Uncertainty

Quantum uncertainty can be reinterpreted as a reflection of a fundamental limitation: we cannot know the complete state (S, M, O) because knowing the state O (observer) requires the inclusion of a new observer, and so on ad infinitum (Theorem 3.3).

em=f(S,M,O), but knowing O requires O, etc.

Notations in the formula:

  • O′ — observer of the next level (observing the first observer)
  • etc. — indicates infinite regress

This creates a fundamental epistemological barrier that is mistakenly interpreted as ontological randomness.

Quantum uncertainty can be interpreted not as an absence of causality, but as a fundamental limitation of our knowledge about the complete causal structure. Even if individual events are unpredictable, the structure in which they occur is causally closed and deterministic.

Dice Game Analogy

When we throw dice, the result seems random. But in reality, it is completely determined by the laws of physics: initial position, throwing force, air resistance, etc. Our ignorance of these factors creates the illusion of randomness.

Similarly, quantum uncertainty may not be a fundamental property of nature, but a reflection of fundamental limitations of our cognition, including our ignorance of other levels of reality.

7. Testable Consequences and Further Research

Although the presented theory is primarily a metaphysical construct, it leads to potentially testable predictions:

Experimental Predictions

  1. When using deterministic AI observers with identical initial states, quantum measurements should yield identical results.
  2. Subtle correlations should be discovered between seemingly independent quantum events, related to their common causal history.
  3. In the limit of high-precision measurements, deviations from the predictions of standard quantum mechanics may be discovered.
  4. Experimental signatures of interaction between different configuration levels may exist.

These predictions, although difficult to test with current technology, show that the theory is not purely tautological and can in principle be falsified.

Philosophical Consequences

If the theory is correct, this means that:

  • Free will should be understood not as the ability to violate causality, but as a complex manifestation of deterministic processes
  • Randomness is an epistemological, not an ontological category
  • The observer is inseparable from the observed reality
  • Reality has a hierarchical multi-level structure but remains causally closed as a whole
CONCLUSION

As a result of the conducted research, an axiomatic system formalizing the principle of universal causal connection has been proposed. Although the idea of the causal closure of the world is not new, the presented formalism allows for a new perspective on old problems. In particular, it has been shown that the causal closure of the world and the impossibility of absolutely random events follow from this system.

The proposed concept of a multi-level causal structure allows explaining the apparent variability and stochasticity of our level of reality without abandoning the principle of global determinism. The finite set of configuration levels forms a causally closed system in which all evolution is deterministic.

Bell's theorem does not refute the proposed theory, as it considers only local parameters, whereas our theory assumes a global causal structure where the entire Universe, including all its levels, influences every event.

Quantum uncertainty does not contradict the causal closure of the world, but only points to the fundamental limitations of our cognition of causal structures. The observer and their intentions are not external factors, but part of the unified causal network of the Universe.

The proposed theory opens new perspectives for investigating the connection between consciousness and physical reality, offering a consistent deterministic alternative to the generally accepted indeterministic interpretations of quantum mechanics.

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