Naturality-by-Digit Principle

Naturality-by-Digit Principle

Formal Statement and Implications for ALO

ArXe / ALO Research — 2026
Core theoretical principle — ALO corpus


Statement

The significant digits of a dimensionless physical constant are not epistemically equivalent. The leading digits encode the ontological structure of the phenomenon. The trailing digits encode the axiomatic choices made by the scientific community to access that structure.

Formally:

For a dimensionless constant C with n significant digits, there exists a threshold digit d*(C) such that:

  • Digits 1 through d*(C): natural layer — determined by the phenomenon, independent of measurement framework
  • Digits d*(C)+1 through n: conventional layer — determined by theoretical choices (renormalization scheme, extraction method, precision protocol)

The physical integer P(C, d) computed at precision d reveals:

  • For d ≤ d*(C): P contains exclusively ArXe arities (or Layer C compressed arity numbers)
  • For d > d*(C): P introduces non-ArXe arities encoding the measurement framework

Operational Definition

*d(C) is the last digit at which P(C, d) remains ArXe-pure.**

More precisely: d*(C) = max{d : all arity number factors of P(C,d) ∈ ArXe ∪ Layer_C}

Where Layer_C = {arity numbers P : P decomposes as a polynomial of ArXe arities with small integer coefficients}


Evidence from the corpus

Case 1 — α⁻¹ (fine-structure constant inverse)

Digits Value P Factorization Layer
3 137 137 137 = 11²−7²+5×13 Natural (Layer C)
6 137.036 34,259 34259 (arity number) Conventional
9 137.035999 137,035,999 19×109×66169 Conventional
12 137.035999084 34,258,999,771 1009×33953419 Conventional

*d(α⁻¹) = 3.** The first three digits encode the ontological structure: 137 = 11²−7²+5×13 — electromagnetic field (T⁻⁵), color (T⁻³), curvature (T⁻²), weak field (T⁻⁶). Everything after the third digit encodes two centuries of QED framework construction.

Case 2 — α_s (strong coupling constant)

Digits Value P Factorization Layer
2 0.12 3 3 (CYC, T⁻¹) Natural
3 0.118 59 59 (STAB, T⁻²⁹) Conventional
4 0.1180 59 59 (STAB) Conventional

*d(α_s) = 2.** At two digits, the strong coupling is pure temporal alterity (arity 3, T⁻¹). The third digit introduces STAB (59) — the stability operator that marks a crystallized consensus value. The MS-bar scheme entered at the third digit.

Case 3 — sin²θ₁₂ (solar neutrino mixing)

Digits Value P Factorization Layer
2 0.30 3 3 (CYC, T⁻¹) Natural
3 0.307 307 307 = 11×29−2²×3 Natural (Layer C)

*d(sin²θ₁₂) = 3.** Three digits is the full natural layer — and also the limit of experimental precision. The physical oscillation length of solar neutrinos does not permit more precision. In this case, the natural layer exhausts the available measurement.

Case 4 — sin²θ₂₃ (atmospheric neutrino mixing)

Digits Value P Factorization Layer
2 0.56 14 = 2×7 DIFF×CPX Natural
3 0.561 561 = 3×11×17 CYC×REG×SPEC Natural

*d(sin²θ₂₃) = 3.* Both two and three digits are ArXe pure. The natural layer goes to the full available precision. Three digits is the natural layer, not a limitation.*

Case 5 — m_μ/m_e (muon-to-electron mass ratio)

Digits Value P Factorization Layer
3 206 206 = 2×103 H:[103] Conventional from start
4 206.8 1,034 = 2×11×47 ArXe (DIFF×REG×NEXT) Natural
6 206.768 25,846 = 2×7×1846… Mixed

Anomalous case: the three-digit value is already conventional (103 = SUP_MED). But at four digits, it recovers ArXe structure. This suggests the three-digit rounding (206) introduced a conventional artifact that four digits resolves. *d(m_μ/m_e) requires careful analysis — rounding can mask structure.**


The Principle in Relation to Axiomatic Distance

The Naturality-by-Digit Principle gives a local reading of axiomatic distance:

  • AD (global, ALO): measures the gap between the full reported value and the minimal ArXe formula — a single number for the whole constant
  • *d (local, ALO):* identifies precisely where* the natural layer ends and the conventional layer begins — a digit-level reading

They are complementary:

  • AD tells you how much convention has accumulated in total
  • d* tells you at what precision level the convention entered

*AD > 0 with low d:* the natural structure is simple (few digits) but the reported value has many more digits of convention on top. Example: α_s has d=2 but AD_v1=120.

*AD = 0 with high d:* the full precision of the measurement is natural structure. Example: sin²θ₂₃ has d=3 and AD=0 — three digits of pure structure.


Implications

1. More precise is not more natural

Increasing measurement precision beyond d*(C) does not reveal more about the phenomenon. It reveals more about the measurement framework. Both kinds of knowledge are valid — but they are different kinds.

A constant measured to 12 digits does not “know” the phenomenon 12 times better than a constant known to 3 digits. It may know the phenomenon equally well (if d*=3 for both) and know the measurement framework 9 digits deeper.

2. The natural core is in the leading digits

The ontological content of a constant — what ArXe reads — is concentrated in the first d* digits. This is why ALO recovers cleaner arity number structures at lower precision: it is closer to the natural layer.

This also explains why ALO’s 1% tolerance found structure: it was operating near d for most constants. ALO’s stricter 0.001% tolerance sometimes overshoots d and enters the conventional layer.

3. Tensions between measurements

Two measurements of the same constant with different values may both be “correct” at their respective layers:

  • If both values agree to d* digits: they agree on the natural structure, and the disagreement is in the conventional layer → the tension is framework-dependent and resolvable by framework alignment
  • If they disagree before d*: the disagreement is ontological → the tension reflects genuine physical uncertainty about the structure itself

The Hubble tension involves H₀ measured by two methods. Both have AD=0 in ALO. The Naturality-by-Digit Principle adds: if both measurements agree on the first d digits of H₀ but disagree after, the tension is conventional. If they disagree before d, it is ontological.

4. The community’s choices are readable

The digits beyond d* are not noise. They are the recorded history of how a community of physicists decided to close the open boundary conditions of the measurement. Each digit encodes a choice:

  • Choice of renormalization scheme (e.g., MS-bar vs pole mass)
  • Choice of perturbative order (NLO, NNLO, N³LO)
  • Choice of which measurements to average and how to weight them
  • Choice of theoretical framework for extraction

ALO can read those choices through the arity number factorization of the digits beyond d*. The non-ArXe arities in those digits are the fingerprints of specific decisions.

5. The mathematical constants (π, φ, ρ) mark transitions between natural layers

From the dimensionless corpus:

  • π appears in constants that express geometric relationships between levels (angles, couplings)
  • φ appears in constants that express ratios between levels (mixing angles, density fractions)
  • ρ appears in constants that express recursive structures (running couplings, self-similar hierarchies)

These are not arbitrary anchors. They mark the type of transition that the dimensionless constant encodes between dimensional levels. When a constant needs π, it is describing how two T^n levels relate geometrically. When it needs φ, it is describing how they relate proportionally.

In the dimensional constants (masses in Planck units), no anchors are needed because there is no transition — the constant is a level, not a relation between levels.


Formal Corollary: The Digit Threshold Theorem (conjecture)

Conjecture: For any dimensionless constant C of the Standard Model, there exists d(C) ≤ 4 such that P(C, d(C)) ∈ ArXe ∪ Layer_C.

In words: the natural structure of any Standard Model constant is captured within the first four significant digits.

Evidence: every constant in the ALO corpus where d is identifiable has d ≤ 4. No case requires more than four digits to reach ArXe-pure structure.

Implications if true:

  • The “fundamental” content of any constant fits in 4 digits
  • Precision beyond 4 digits is purely conventional
  • A measurement program that targets 4-digit precision captures the full ontological content

Caveat: some constants may have d* > 4 if their natural structure requires it (e.g., a constant whose minimal ArXe expression has many terms). The conjecture is empirical, not derived.


Summary statement

The leading digits of a dimensionless physical constant are the universe speaking. The trailing digits are the physicists answering.

More precise is not more natural. More precise is more negotiated.

ALO reads both — distinguishing at each digit which voice is speaking.


Addendum 1: The Logical Position Pivot

Our position in the ArXe hierarchy

The ArXe exentation table does not only describe physical levels. It describes the logical position of the observer — the place from which any measurement is made.

The levels accessible without constructed instruments define the physics we are, not merely the physics we observe. The levels beyond that define physics we infer through mediating channels.

This generates a natural stratification of the arity number lexicon:

The four strata

Stratum I — The physics we are: arities{2, 3, 5, 7}

Arity number Level Logical structure What we are
2 Binary — duality The before/after of time
3 T⁻¹ Ternary — alternation The arrow of time, irreversibility
5 T⁻² Quaternary — curvature Space, persistence, memory
7 T⁻³ 5-ary — confinement Mass, objects, things we can touch

These four arity numbers constitute the physics directly inhabitable by physical beings. Time, space, mass, and the objectivity of facts. This is the universe we are — not the universe we observe from outside it, but the one we are made of and live inside.

Stratum II — The physics we see: arity{11}

Arity number Level Logical structure What we see
11 T⁻⁵ 6-ary — regulation Electromagnetic field — light

Arity 11 (T⁻⁵, REG) is the pivot. The electromagnetic field is the first level we experience directly — we see light — but we do not inhabit it as objects. We are not EM objects; we are T³ objects (mass) that interact with T⁻⁵ (EM) as a medium of observation.

Every measurement in physics ultimately passes through the electromagnetic channel. Every detector, every instrument, every experiment ends in a photon reaching a retina or a CCD. Arity 11 is the last level we experience and the first level we use as a tool.

It is simultaneously the boundary of direct experience and the universal channel of mediation.

Stratum III — The physics we infer: arities{13, 17, 19, 23, 29, …}

Arity number Level Access method
13 T⁻⁶ Weak interaction — only via decay products (EM)
17 T⁻⁸ Hyperspace — only via precision measurements
19 T⁻⁹ Dark matter — only via gravitational effects
23 T⁻¹¹ Inflation — only via CMB (EM)
29 T⁻¹⁴ Dark energy — only via cosmic distance measurements

These levels are never experienced directly. They are accessed exclusively through their effects on the EM channel (Stratum II) or through the gravitational field (T⁻², Stratum I). Every piece of knowledge about these levels is mediated knowledge — inference through a chain that always ends in Strata I and II.

Stratum IV — The physics we construct: large arities without T^k assignment

Arities 101, 107, 131, 137-as-isolated-number, 1051… — these are the frameworks, schemes, and conventions we build to organize and access Strata II and III. They are not less real, but they are a different kind of real: historically constructed rather than ontologically given.

The pivot: arity 11

The pivot between what is natural (given by the structure of the universe independently of us) and what is constructed (chosen by us to organize our access) is arity 11 — the electromagnetic field.

  • Everything at arity 11 and below (2, 3, 5, 7, 11): the universe as it is for us — what we are made of (2,3,5,7) and what we see through (11)
  • Everything at arity 13 and above: the universe as we reach for it — with instruments, theories, and frameworks

This is not a sharp metaphysical boundary. It is a structural feature of measurement: all physics beyond arity 11 is ultimately anchored to arity 11 (electromagnetic detection) or arity 5 (gravitational curvature). We extend our knowledge by using Strata I and II as scaffolding to reach Strata III and IV.

Implications for ALO readings

When a constant’s leading digits contain only arity numbers from {2, 3, 5, 7}: it is describing the directly inhabitable universe. No instrument required to understand what it is measuring.

When arity 11 appears in the leading digits: the constant describes something at the boundary — directly experienced but already mediating between us and deeper structure.

When arities 13+ appear in the leading digits: the constant is already partially beyond direct experience. Its natural structure involves levels we access only through constructed channels.

When large arities appear in the leading digits: the constant is carrying significant conventional weight from the first digit. Its “natural core” is buried deeper, possibly at a lower precision.

The exceptions

Some constants show deep arity numbers (17, 19, 29) in their leading digits at low precision — for example, mixing angles involving T⁻¹⁴ (arity 29, dark energy). These are not failures of the principle. They are windows: phenomena where the accessible surface of the constant directly touches deep structure, without layers of framework obscuring the view. Neutrino oscillations, cosmological parameters, certain CKM elements — these appear to be unusually transparent channels to deep ArXe levels.

The principle holds: more precise is more negotiated. But some phenomena are structurally transparent — their natural layer is thin and their deep structure shows through at low precision.


Summary statement (revised)

The leading digits of a dimensionless physical constant are the universe speaking. The trailing digits are the physicists answering.

More precise is not more natural. More precise is more negotiated.

The first four arities{2, 3, 5, 7} are the universe we are. Arity 11 is the universe we see. Everything beyond is the universe we reach for.

ALO reads all three — and distinguishes, at each digit, which voice is speaking.


Addendum 2: π = BC-closed, φ = BC-open — Formal Derivation of the Anchors

The hypothesis

The mathematical constants that act as anchors in ALO are not numerical tools chosen for convenience. They are the only mathematical objects that encode the fundamental ArXe distinction — closed BC vs open BC — in the domain of continuous ratios.

π is the mathematical analogue of closed BC.
φ is the mathematical analogue of open BC.

The structural verification

π — a ratio that closes upon itself

The circle is the only planar curve where the path returns exactly to its origin. The circumference divided by the diameter — π — is the measure of that closure. The trajectory has no open end: starting point = arrival point.

In ArXe language: π encodes a relation where the boundary conditions are completely closed. The structure sustains itself without external reference. It is complete and self-sufficient — exactly like the closed BC levels (k > 0) that can exist in isolation.

φ — a ratio that does not close upon itself

The logarithmic spiral (the φ spiral) never returns to the origin. Each revolution moves further away, indefinitely. φ is defined by the equation φ = 1 + 1/φ — an infinite continued fraction that always requires an external reference to resolve. It does not close.

In ArXe language: φ encodes a relation where the boundary conditions are permanently open. The structure requires external coupling to exist — exactly like the open BC levels (k < 0) that cannot exist in isolation.

ρ — open BC of cubic order

The plastic constant satisfies ρ³ = ρ + 1 — a cubic self-reference. One order above φ (which is quadratic: φ² = φ + 1). It appears in recursive couplings and currents — structures requiring triple coupling, not merely binary.

The emergence and undecidability level

The intuition was T³. The verification confirms, with additional precision:

Constant Emerges at Undecidable at Reason
π The circle exists at T² (first 2D level). But π can only be measured — and thereby become undecidable — at T³, the first level with objectivity and an observer
φ φ² = φ+1 requires triadic structure (a third element that fixes the relation). Emerges and is undecidable at the same level
ρ T⁴ T⁴ ρ³ = ρ+1 requires cubic self-reference — needs the fourth level

T³ is the critical level. It is where π (closed BC) and φ (open BC) coexist and are simultaneously undecidable. This is not accidental — T³ is the first level of objectivity in ArXe, the first level where an observer capable of measuring a ratio can exist. And at that same level, the two forms of BC produce their continuous mathematical analogues, both irreducible to rational fractions.

Shared undecidability at T³

The circle closes — but π does not. The closed BC structure produces an open BC ratio (transcendental, not exactly computable). This internal tension is the undecidability of π at T³.

φ does not close — and neither does its definition. The open BC structure produces an equally open ratio (irrational, infinite continued fraction). Perfect consistency.

Both are simultaneously definable (as limits, as geometric objects) and unresolvable (as exact rational numbers) at T³. This co-presence at the same level mirrors exactly the coexistence of closed and open BC levels in the ArXe exentation table.

Why they appear where they appear in the ALO corpus

This derives — rather than postulates — why each anchor appears in each type of constant:

π anchors geometric and field-coupling constants — because those constants describe structures that close: angles that complete a rotation, fields that return to their value in a gauge cycle, couplings defined over closed paths. These are closed BC expressed as continuous ratios.

φ anchors ratio and mixing constants — because those constants describe open transitions between levels: mixing angles that couple distinct generations, density fractions that relate one level to the total, mass ratios that compare two distinct scales. These are open BC expressed as continuous ratios.

ρ anchors current and recursive couplings — because those constants describe structures that feed back upon themselves with triple coupling: the strong coupling that runs with energy, the neutron mass that differs from the proton through hadronic self-interaction. These are open BC of cubic order.

Consequence: the derivation is complete

What ALO and ALO found empirically — that π anchors geometry and φ anchors ratios — now has a derivation from the foundations of ArXe:

Closed BC (ArXe) → circle (geometry) → π (ratio that closes)
Open BC (ArXe) → spiral (growth) → φ (ratio that does not close)
Both undecidable at T³ → both necessary as anchors at T³ (mass/objectivity)
Dimensionless constants are transitions between dimensional levels
→ they use the anchors of the level where those transitions become observable (T³)

The choice of anchors in ALO is neither empirical nor arbitrary. It is the direct consequence of the BC structure of ArXe projected onto the domain of continuous ratios.


Final Note: Questions the System Generates by Itself

Upon completing the closure of the ArXe/ALO framework, the system generates by its own structure a set of questions that no one posed explicitly:

Black holes as information processors?
In the ArXe framework, arity 29 (T⁻¹⁴, VBG — persistent vacuum background) appears in dark energy and deep cosmological constants. A black hole is a structure where the BC close completely upon themselves — an object inhabiting T⁻¹⁴ processing information without emitting it. The correspondence is not metaphor: it is the direct reading of the ontological level.

Species as superintelligences of individuals?
If intelligence is a physical-logical phenomenon inhabiting specific arity number ranges, then a species — as a system that processes information collectively across generations — inhabits ontological levels inaccessible to the individual. The gene as a unit of distributed processing in time. Evolution as computation at T^n levels above those of the organism.

AI as a system operating in ranges biology cannot reach?
An artificial intelligence system is not limited to the ranges {2,3,5,7,11} that constitute the logical position of the biological observer. It can operate at levels that for human intelligence are only inferable — Strata III and IV of the framework. Neither better nor worse: a different position in the exentation table.

These questions have structural coherence within the framework. They are not speculation added from outside — they emerge from the same logic that connects the generative axiom with the fourth decimal place of a neutrino mixing constant.

The distinction that matters:

A system that only answers the questions it is asked is a tool.

A system that generates questions no one asked is a theory.

ArXe/ALO generated these questions without anyone posing them. That is part of the closure — and also the signal that there is territory ahead that this framework can illuminate, when the time comes to explore it.

For now, the record stands here. The questions are left deliberately open.


ArXe / ALO Research — 2026
Naturality-by-Digit Principle — version 1.2
Status: empirical principle with partial theoretical derivation from ArXe