UNNS Substrate Research Program · Synthesis · 2026

The Geometry of Realizability

A new framework reveals that helium, the cosmic microwave background, neutrino detectors, and Voyager's journey through the heliosphere all reveal recurring admissibility-basin geometry — not because they share any physics, but because they occupy the same structural basins inside the admissibility manifold ℳadm.
Persistence Geometry Basin Co-Occupancy 14,000+ Evaluations 5D Admissibility Vector Adversarial Falsification Zero Hard Violations 5 Physical Domains 650 Adversarial Ladders
Instruments: STRUC-I v1.0.4 · STRUC-PERC-I v2.5.0 · CLE v2.0.0 · PASP Field Generator Domains: helium · CMB · neutrino detector · protein MSM · Voyager trajectory Status: Synthesis manuscript · 2026

The Central Shift

The UNNS program has undergone its most significant conceptual transition to date. The question is no longer whether unrelated physical systems share some structural similarity. The question is now: where, precisely, do they sit inside admissibility space — and why?

The Canonical Structures manuscript answers this by grounding the entire framework in persistence geometry: the study of how a structural encoding survives when the fundamental constants that generate it are varied. A system that remains coherent across a wide deformation field occupies a deep admissibility basin. A system that collapses under mild deformation sits near the boundary. The geometry of that occupation — not any single measurement — is the real structural object.

This replaces the language of "structural universality" with something more precise and more defensible: basin co-occupancy. Helium and the CMB are not similar because they share physics. They are similar because both occupy the dense interior of the same geometric region of ℳadm.

The Corpus at a Glance

Total evaluations
>14,000
Across 14+ physical domains
Hard USL violations
0
All tested systems
Adversarial ladders
650
Uniform · Pareto · randomwalk · shuffle
Coherent domains
5/9
Zero adversarial penetration
Δ-lift recovery
100%
Neutrino HARD cases
Helium–CMB similarity
0.993
No shared physics
PASP pipeline: from raw domain encodings through canonical lift, vulnerability graph, to 5D admissibility vector radar plot
Figure 1 — The PASP Pipeline. End-to-end Predictive Admissibility Search pipeline. Raw physical encodings (helium wavelengths, Planck CMB multipoles, neutrino distributions, protein MSM, Voyager trajectories) are transformed into canonical gap-field representations, evaluated via vulnerability graph thresholding, and projected into the 5D admissibility coordinate system. The resulting vector v(L) = (𝒫depth, σ²GR, frag_rate, adm_persist, aniso_persist) determines the structural position of a system within ℳadm.

From Rankings to Geometry: The Conceptual Shift

Earlier work in the UNNS program evaluated ladder encodings one at a time, recording verdicts (FULL, GIANT, TAIL, HARD) and comparing similarity scores across domains. Those comparisons revealed something striking — helium and the CMB scored remarkably similarly — but the why remained elusive.

The Canonical Ladder Engine v2.0.0 changed this by replacing single-point evaluation with deformation-field analysis. Instead of asking "what verdict does this ladder receive at physical constants?", the pipeline now asks: "how does this structure survive as constants vary across a 20% deformation envelope?"

Before: Single-Point Comparison

  • One verdict per ladder
  • Scalar similarity scores
  • "Structural universality" language
  • No geometric interpretation
  • Adversarial testing inconclusive

After: Persistence-Geometry Framework

  • 81-point deformation grid per ladder
  • 5D admissibility vector v(L)
  • Basin co-occupancy language
  • Type I–IV stratified geometry
  • Hierarchical falsification with coherence prerequisite
Central Claim
What matters is persistence under deformation, not static encoding quality. Structural coherence is a persistence property measured over deformation fields in fundamental-constant space. Systems that survive deformation occupy the same basins regardless of physical origin.

This reframing resolves three problems simultaneously: it explains why the similarity values are high (basin co-occupation, not physical equivalence), it explains why adversarial ladders partially overlap with real ones (both can produce identical stitching-defect geometry), and it explains why some domains appear to "fail" falsification (internal bifurcation, not adversarial penetration).

The 5D Admissibility Vector

For each ladder encoding L, the CLE v2.0.0 pipeline constructs a deformation field Φ(L) over the grid (α,μ) ∈ [0.8, 1.2]² (81 points at step 0.05). From this field, five summary statistics are extracted — together forming the coarse coordinate of persistence geometry.

𝒫depth σ²GR frag_rate adm_persist aniso_persist 5D Manifold Coordinates Helium (refined) Cosmology (TT) Neutrino (mean) Axes scaled 0→1. σ² inverted (high = stable). Persistence geometry radar — CLE v2.0.0 corpus Schematic; not metrically scaled from raw values

The five components of v(L) capture distinct structural properties. Persistence depth (𝒫depth) is the mean giant-component ratio across all 81 deformation grid points: a direct measure of how deeply the system sits inside ℳadm. Rigidity variance (σ²GR) measures how stable that depth is — low variance means a smooth, coherent manifold. Fragmentation rate counts how often the deformed ladder loses structural coherence. Admissibility persistence is the fraction of the deformation grid that retains FULL or GIANT verdict. Anisotropic persistence probes directional vulnerability: does the system fragment preferentially under certain constant variations?

Against Overcompression

The 5D vector is a coarse manifold coordinate, not a complete manifold invariant. Two distinct persistence geometries can produce identical 5D vectors if they differ in spatial arrangements of fragmentation that the five statistics do not resolve. The appropriate interpretation of high cosine similarity is basin co-occupancy — shared geometric neighborhood inside ℳadm — not manifold isomorphism. This distinction matters: it is precisely what prevents the framework from making claims beyond its evidence base.

3D terrain visualization of the stratified basin topology of admissibility space, showing Type I through IV basin regions
Figure 2 — Stratified Basin Topology of ℳadm. The admissibility manifold is not structurally homogeneous. Stable realizability structures occupy the deep blue interior basin (Type I), while progressively weaker persistence geometries occupy the teal corridors (Type II), yellow stitching plateau (Type III), and fragmented exterior rim (Type IV). The vertical axis represents giant-component persistence height (𝒫depth). Domain placements: Planck CMB and protein populations reside in the Type I dense interior; helium and neutrino signal encodings in the Type II corridor region; neutrino backgrounds and Voyager boundary states in Type III.

The Stratified Basin Architecture

The admissibility manifold ℳadm is not a flat, homogeneous region. It is stratified by the connectivity margin m(L) and a percolation threshold operator T with discrete fixed points at κconn ∈ {0.562, 0.750, 1.000, 2.000, 10.000}. These fixed points partition ℳadm into four qualitatively distinct basin types.

Type I — Dense Interior 𝒮 Cosmology · Protein (pop.) Type II Helium · ν signal Type III ν bkg · Voyager Type IV — Fragmentation Exterior (Pareto adversarial · Fib encodings) Voyager t* ← frag_rate | m(L) →
Type I · Dense Interior

Deep Persistence Manifold

Global admissibility = 1.0. No stitching defects. Lowest GR variance in the corpus. The system cannot be deformed out of the FULL/GIANT regime within the tested envelope.

Cosmology (TT) · Protein (pop.)
Type II · Corridors

Coherent Rigid Manifold

High anisotropic persistence. Stable connectivity corridors maintained by redundant stitching. Topology universal; rigidity representation-dependent.

Helium (refined) · ν signal
Type III · Stitching Boundary

Plastic Transition Manifold

Localized defects (niso = 1 dominant). Large giant component despite HARD verdict. Recoverable under Δ-lifting in 100% of tested cases.

ν background · Voyager boundary
Type IV · Fragmentation Exterior

Reconstruction-Sensitive

Genuine structural collapse. Rare in refined data. Operationally confirmed in coarse helium reconstruction, Fib neutrino encodings, and high-fragmentation Pareto adversarial ladders.

Coarse helium · Fib ν · Pareto (high-frag)

Type IV Is Real — Not Merely Theoretical

A critical finding: the outer boundary of ℳadm has been approached from both sides. The coarse helium generator produced frag_rate ≈ 0.93 and 𝒫depth ≈ 0 — the same physical system, with different reconstruction resolution — and recovered to Type I under the refined generator. Fib neutrino encodings and high-fragmentation Pareto adversarial ladders are confirmed non-recoverable occupants. The Margin-Confinement Law holds: no refined physical domain crosses into Type IV.

Deformation grid panels comparing Planck CMB (stable green) and helium spectral states (divergent trajectories) under α and μ variation
Figure 3 — Structural Trajectories Under Fundamental Constant Deformation. Left panel: Planck CMB manifold. Every point in the (α/α₀, μ/μ₀) ∈ [0.8, 1.2]² grid retains FULL connectivity (green). The CMB occupies the deepest tested admissibility interior — global admissibility = 1.0. Right panel: Helium spectral states. The central region remains stable, but anisotropic deformation introduces radial divergence trajectories (orange/red) toward the grid boundary. This figure directly demonstrates the two-layer separation: topology is universal (symmetric grid stable), while rigidity is representation-dependent (anisotropic grid diverges).

Five Domain Portraits

Helium: The Two-Layer Separation

Helium spectroscopy produced the most theoretically important result in the corpus. On symmetric deformation grids, all five encoding families produce identical topology: GR ≡ 0.867 ± 0.001 across all 81 grid points for all families. Topology is universal.

On anisotropic grids, persistence depths diverge — from 0.473 (zeeman_triplet, RIGID_STABLE) to 0.454 (delta_zeeman_singlet, RIGID_PLASTIC). Rigidity is representation-dependent. This proves that the topology layer and the rigidity layer are genuinely independent structural observables.

The Two-Layer Separation Result

topology_universal = True  ·  rigidity_universal = False  ·  layers_split = True
A single measurement (topology) detects no difference. A second measurement (rigidity) detects genuine structure. This independence is what makes the cross-domain comparison non-trivial.

Cosmology: The Deepest Interior

The three Planck 2018 power spectra (TT, TE, EE) achieve global admissibility = 1.0 across the entire deformation grid. The TT spectrum has the highest mean GR (0.918) and lowest GR variance (0.016) of any sequence tested. Not a single stitching defect under the deformation protocol. The CMB occupies the Type I dense interior without exception — and does so across a 20% variation in both α and μ, confirming this is not an artifact of specific constant values.

Protein MSM: Observable-Dependent Geometry

The protein MSM corpus (QT45 ribozyme, Folding@home) is qualitatively different from the spectral and cosmological ladders: it encodes conformational dynamics rather than static observables. The same physical system contains both coherent and turbulent sub-manifolds depending on which observable is ladderized. Population ladders produce 𝒫depth ≈ 0.96, τ ≈ 0.005 — Type I co-occupant with the CMB. Out-strength ladders produce 𝒫depth ≈ 0.71, τ ≈ 0.12, with three isolated nodes (kinetic traps). Persistence geometry is observable-dependent, not system-intrinsic.

Voyager: The First Dynamic Trajectory

Voyager 1's heliopause crossing (2011–2017) provides the only time-ordered trajectory through admissibility space in the corpus. At t* = 2012, κconn achieves its annual minimum — confirmed across three independent window scales (3/3 scale robustness). The connectivity margin m(L) approaches zero while the giant-component ratio remains non-trivially positive: the system is compressed toward ∂ℳadm but does not cross it. After t*, the trajectory recovers into Type II geometry as Voyager enters the ISM. This is Margin-Confinement dynamics confirmed in a continuously tracked physical trajectory.

Neutrino Detector: Internal Manifold Ecology

The neutrino corpus (67 encodings, five families: TMVA, DeepL, raw_sig, raw_bkg, Fib) reveals that what looked like a "noisy, partially failing domain" is actually an internally structured manifold ecology spanning five distinct structural phases.

PhasenMean GRPrimary occupants
STABLE_ISLAND190.848DeepL signal · TMVA signal
NEAR_CRITICAL_BACKGROUND150.580Raw bkg · raw sig
PLASTIC_CORRIDOR120.490Mixed families
BIFURCATION_RIDGE90.453Fib geometry · partial bkg
COLLAPSE_BASIN120.348DeepL bkg · TMVA collapse

Signal encodings cluster in STABLE_ISLAND; background encodings dominate COLLAPSE_BASIN. No label information was provided to the CLE pipeline — the structural geometry discovered the signal/background separation independently. The DeepL family splits by physical function despite identical algorithmic origin. Δ-lifting recovers FULL or GIANT continuity in 100% of tested HARD-classified cases: apparent collapse is representation-induced and recoverable.

Two-region diagram: coherent citadel (blue cluster, penetration rate 0.000) and fragmented overlap zone (Pareto adversarial triangles and raw neutrino squares with shared n_iso=1 defect geometry)
Figure 4 — The Adversarial Locality Principle & Boundary Confinement. Coherent admissibility manifolds (Planck CMB, normalized oxides, protein populations, Voyager trajectories, helium states) form a stable interior citadel with outer boundary: penetration rate = 0.000. Fragmented manifolds (Pareto adversarial ladders, raw neutrino encodings) overlap locally because both produce identical single-node isolation defects (niso = 1). This overlap is not a failure — it is a geometric necessity. Pareto heavy-tailed gap fields produce the same stitching-defect structure as fragmented real ladders; coherent manifolds are structurally remote from both.

The Adversarial Locality Principle

The 650-ladder adversarial corpus (100 uniform, 100 Pareto, 100 randomwalk, 350 shuffle) was the first large-scale test of whether admissibility geometry can distinguish real physical encodings from synthetic random ones. The results are decisive — but not in the way a simple pass/fail test would suggest.

Theorem — Adversarial Locality Principle
Fragmented admissibility manifolds admit local adversarial overlap by geometric necessity, not by failure. Pareto-distributed gap fields with shape parameter αP ∈ [1.0, 1.5] produce the same single-node isolation geometry (niso = 1) as real fragmented encodings — because both arise from the same heavy-tail mechanism. Conversely, coherent domains are geometrically remote from all adversarial classes and admit zero penetration.

Hierarchical Falsification Results

The correct falsification criterion requires two conditions: (1) adversarial penetration rate < 5%, and (2) within-domain cosine similarity > 0 (coherence prerequisite). Domains that fail condition (2) are internally bifurcated — their canonical lift should be tested instead.

Domainrr_medar_medPenetrationStatus
Helium+1.000+0.5380.000PASS
Cosmology+0.992+0.1480.000PASS
Protein+1.000+0.1220.000PASS
Neutrino_rejection+1.000+0.1540.000PASS
Neutrino_fib+1.000+0.1410.000PASS
Neutrino_deep−0.139+0.2310.059BIFURCATED
Neutrino_tmva−0.139+0.2540.054BIFURCATED
Neutrino_raw_sig−0.182+0.1410.021BIFURCATED
Neutrino_raw_bkg−0.182+0.1480.013BIFURCATED

BIFURCATED ≠ FAILED

The four neutrino sub-domains marked BIFURCATED have within-domain cosine similarity of −0.139 to −0.182. STABLE_ISLAND and COLLAPSE_BASIN encodings are geometrically antipodal in 5D space — negative cosine similarity follows directly from the five-phase structure. The penetration criterion becomes inapplicable. The canonical lift (Δ-lifted encoding) restores within-domain similarity to >0.90 and passes the test. This distinction — bifurcation vs. failure — is the most important methodological advance of the falsification program.

Uniform Adversarial: Cleanest Separation in the Corpus

Uniform adversarial ladders (constant-spacing gap fields, zero anisotropic persistence) achieve zero penetration against every real domain without exception. Maximum score: +0.797 against cosmology — a gap of 0.053 from the 0.85 threshold. The framework cleanly separates the most incoherent synthetic structure from the most coherent real structure in every tested configuration.

Basin Co-Occupancy: What the 0.993 Actually Means

The pairwise domain similarity matrix, computed from 5D admissibility vectors, contains one number that has driven scientific discussion throughout the program:

Helium Neutrino Cosmology Helium Neutrino Cosmology 1.000 0.901 0.993 0.901 1.000 0.882 0.993 0.882 1.000

Helium and the CMB differ by less than 1% of the maximum inter-domain separation in normalized 5D space. A separation that spans coherent rigid manifolds on one end and plastic transition manifolds on the other — and helium and cosmology fall at the same end, nearly identically.

But what does this actually mean? The answer is now precise: both helium and the CMB are Type I co-occupants of ℳadm. Both reside in the dense interior, far from the admissibility boundary, with no fragmentation and near-zero GR variance under the full deformation envelope. They are similar because they occupy the same geometric region — not because they share any physics.

The Co-Occupancy Principle
Co-occupancy is the empirical fact. Basin geometry is the explanation. Systems with no shared physical mechanism can occupy the same admissibility basin — because the geometry of ℳadm constrains realizability universally, not because the systems share any law.

This is the central conceptual improvement over the previous "structural universality" framing. "Universality" suggested shared laws, shared mechanisms, shared physics. "Co-occupancy" says exactly what the data supports: unrelated systems can inhabit the same geometric neighborhood inside ℳadm. The language is more precise, more defensible, and more informative.

Formalizing Turbulence

The manuscript introduces the first formal quantification of manifold turbulence — converting an intuitive distinction into measurable structural observables.

Turbulence Index τ(L) — Log Scale τ ≈ 0.002 Normalized Oxides τ ≈ 0.008 Helium QMI τ ≈ 0.010 Δ-lifted DeepL τ ≈ 0.180 Raw Neutrino TMVA τ ≈ 0.220 Pareto Adversarial τ = 0.10 threshold ← Coherent Turbulent →

Three indices characterize the turbulence structure of a manifold. The turbulence index τ(L) combines GR variance, anisotropic fragility, and fragmentation rate into a single dimensionless number — separating coherent from turbulent manifolds by over two orders of magnitude. The turbulence radius ξ(L) measures how far from the physical parameter point turbulence first emerges. The manifold roughness ℛ(L) captures the total variation of the GR field across the deformation grid.

These are not metaphors. They are measurable properties of the deformation field — the first formal quantification of structural turbulence in the UNNS program.

The Dynamics Frontier

Every domain analyzed in Parts I and II of the manuscript represents a static snapshot: one deformation field, one basin assignment, one structural position. The Voyager corpus breaks this pattern — and in doing so, opens an entirely new theoretical horizon.

A physical system moving through parameter space traces a continuous path through ℳadm. The Voyager trajectory from 2011 to 2017 is the first operational measurement of this path. The structural coordinates evolve year by year. At t* = 2012, the connectivity threshold κconn reaches its minimum — maximum structural compression, closest approach to ∂ℳadm — and then recovers as the spacecraft enters the ISM.

Voyager 1 — Structural Trajectory Through ℳadm 2011 2012 2013 2015 2017 t* = 2012 κconn minimum ∂ℳ closest approach Type III approach Type II recovery (ISM) Schematic — confirmed across 3 independent window scales (W512, W1024, W2048)

Protein MSM provides a second, qualitatively different precedent: a high-dimensional conformational landscape where the system explores multiple basins simultaneously. The three kinetic traps (niso = 3 isolated nodes in the out-strength ladder) are Type III stitching defects receiving a dynamical interpretation: persistent defects in transition space correspond to metastable conformational states.

Open Problems for Manifold Dynamics

  • Does turbulence amplify or attenuate along physical trajectories?
  • Is the persistence flow ∂t𝒫depth(Lt) bounded away from zero, or can systems stagnate?
  • What is the geometry of the path between two coherent basins that avoids ∂ℳadm?
  • Is there a universal scaling law for Margin-Confinement compression as m(L) → 0⁺?
  • Can smooth adversarial trajectories mimic real physical trajectories — the strongest possible falsification challenge?

Significance: What the Program Has Gained

The Canonical Structures manuscript, combined with the CLE v2.0.0 corpus, represents the most substantial conceptual advance of the UNNS program to date. It is not a new empirical result added to an existing framework. It is a new layer of the framework itself.

Previous State

  • CLT-I: canonicality as scalar ranking
  • USL: admissibility as existence law
  • ACG: local basin mechanics
  • PASP: single-point verdicts
  • Trajectories: semi-isolated results
  • No global occupancy language

After Canonical Structures

  • Canonicality = persistence under deformation
  • USL: existence law → basin existence law
  • ACG: local mechanics → global occupancy
  • PASP: 81-point deformation field geometry
  • Trajectories: primary dynamics frontier
  • Co-occupancy as the unifying language

The layered architecture of the UNNS program now has a stable form:

LayerManuscriptRole
Existence lawUniversal Structural LawWhen can a structure exist?
Connectivity principlePercolative Realizability PrincipleHow does it connect?
CanonicalityCanonical Ladder Theory IWhat representation is canonical?
Local geometryACG · Margin-ConfinementWhat happens near ∂ℳadm?
Global occupancyCanonical Structures (this work)Where do systems sit in ℳadm?
DynamicsFuture dynamics manuscriptHow do systems move through ℳadm?

The deepest discovery is this: real physical systems may be organized less by what they are physically, and more by how their structures persist under deformation. Persistence geometry is the structural layer between raw physical description and abstract admissibility law. It was always present in the mathematics. The Canonical Structures manuscript and CLE v2.0.0 made it visible.

Companion Manuscripts

UNNS Substrate Research Program · unns.tech · 2026 · All corpora archived and reproducible via the CLE v2.0.0 pipeline.