Self-as-an-End
Self-as-an-End Theory Series · ZFCρ Series · Paper LXVIII

ZFCρ Paper LXVIII: The {2,3}-Skeleton and the Minimum Crossing Mechanism — From 18 Kills to the Irreducibility of the Discrete
ZFCρ 第LXVIII篇:{2,3}-骨架与最小跨越机制——从18次否决到离散不可替代性

Han Qin (秦汉)  ·  Independent Researcher  ·  2026
DOI: 10.5281/zenodo.19739811  ·  Full PDF on Zenodo  ·  CC BY 4.0
Abstract

Paper 67 established the C_eff trajectory as a quantitative signature of Conjecture 59.1. This paper reports 5 rounds of 11 experiments that systematically test the microscopic mechanism behind C_eff crossing, producing 5 new hypothesis kills (Kills 14–18, for a series total of 18). The central discovery is that the {2,3}-skeleton — the recursion min(add-path, factor-2, factor-3) — constitutes the minimum (Goldilocks) recursion skeleton that still produces C_eff crossing above 1.0.

Keywords: ZFCρ, {2,3}-skeleton, minimum crossing mechanism, C_eff crossing, discrete irreducibility, 18 kills, H prime

§1. Status After Paper 67

Paper 67 (DOI: 10.5281/zenodo.19705713) established four facts:

  1. C_eff(W) starts near 0.3 and eventually increases, crossing the critical threshold 1.0 at all j = 22–32.
  2. When plotted against W/m_j, the C_eff trajectory collapses across scales, indicating a block-relative mechanism.
  3. Proposition 67.A provides an exact log-budget identity: log Ψ(m_j) = log Ψ(W₀) + Σ(1 − C_r)·Δ_r.
  4. Corollary 67.B: if the cumulative budget is O(1) and Ψ(W₀) = O(j), then Ψ_full = O(j), yielding 59.1.

Paper 67 identified the empirical signature. Paper 68 asks: what microscopic mechanism within the IC recursion produces this signature?


§2. Too Complex: Kill 16

2.1. Multiplicity Is Not the Driver

The simplified recursion ρ_simple(n) = min(ρ(n−1)+1, ρ(n/p_min)+1), where p_min is the smallest prime factor of n, allows exactly one factorization per composite (M_ε = 1 by construction).

Result: ρ_simple exhibits C_eff crossing 1.0 at all j = 22–26, with the same two-regime structure as full IC.

Kill 16: near-optimal factorization multiplicity is not necessary for C_eff crossing. The mechanism survives radical simplification.

2.2. The Coarseness Distribution

For each multiplicative event in full IC, the winning factorization a·b = p−1 was identified and its coarseness χ = log(min(a,b))/log(p−1) computed.

The distribution is remarkably concentrated: 50.3% of winning factorizations use factor 2 (χ < 0.05), 45.6% use factor 3 or a small prime (χ in [0.05, 0.10)), 4.0% use intermediate factors, and 0.0% use balanced splits (χ near 0.5). This distribution is stable across j = 25, 27, 29 (mean χ = 0.064, 0.060, 0.056).

Balanced factorizations never win because their smooth baseline cost exceeds the add path by approximately 1 full unit, and O(1) fluctuations cannot compensate.

Full IC's winning factorizations fall in the very-small-prime range (χ < 0.10) in 96% of cases, dominated by factor 2 (50.3%) and factor 3 (9.1%), with remaining small primes making up the rest.

2.3. Per-Event Decorrelation Is Gentle

The conditional lag-1 correlation is 0.191 following an add event and 0.176 following a mult event (ratio 0.92). Each individual mult event reduces correlation by only 8%, with no significant scale dependence within blocks.

Naive compounding (0.92^{0.74W}) would predict exponential cutoff, which Paper 66 killed. Successive mult events are correlated through shared small-factor structure, producing power-law rather than exponential decorrelation.


§3. Too Simple: Kills 17–18

3.1. Kill 17: Pure Halving Is Not Sufficient

The recursion ρ_halve(n) = min(ρ(n−1)+1, ρ(n/2)+1) for even n, with ρ(n−1)+1 for odd n, was computed to N = 3×10⁸.

Result: C_eff never crosses 1.0 at j = 25–27 (maximum reliable C_eff ≈ 0.77). The cumulative budget grows systematically from 5.1 to 6.3. Ψ/j at the largest windows reaches 337–1016, far exceeding O(j) behavior.

The lag-1 autocorrelation γ(1) = 0.71, compared with 0.18 for full IC, indicates that halving provides dramatically insufficient decorrelation. The map n → n/2 sends the system to a structurally nearby region (ρ gap ≈ λ_halve · ln 2 ≈ 1.5).

Kill 17: factor 2 alone does not provide sufficient decorrelation for C_eff crossing.

λ_halve = 2.154, and ρ_halve(2^k) = k+1 exactly, confirming the connection to binary digit structure.

3.2. Kill 18: {2,5} Is Not Sufficient

The recursion ρ_{2,5} adds factor-5 access (n/5 path when 5|n) but omits factor 3.

Result: C_eff does not cross at j = 25–27 (maximum ≈ 0.77). Budget grows. Factor 5 cannot substitute for factor 3.

Factor 3 covers 1/3 of odd integers; factor 5 covers only 1/5 — a 67% density disadvantage. Moreover, factor 3 has a smooth baseline 0.24 units more favorable than add, while factor 5's baseline is less favorable. Factor 3 wins at more positions with higher probability.

Kill 18: among tested two-prime skeletons, the crossing mechanism requires factor 3 specifically; factor 5 cannot substitute.


§4. The Goldilocks Skeleton: {2,3}

4.1. ρ_{2,3} Crosses

The recursion ρ_{2,3}(n) = min(ρ(n−1)+1, ρ(2)+ρ(n/2)+2 if 2|n, ρ(3)+ρ(n/3)+2 if 3|n) was computed to N = 3×10⁸.

Result: C_eff crosses 1.0 at all j = 22–27. λ_{2,3} = 5.25.

Representative trajectories (j = 26): 0.180, 0.196, 0.257, 0.256, 0.305, 0.365, 0.495, 0.701, 0.988, 1.646, 1.600. Clear eventual increase through crossing.

4.2. The Mod-6 Residue Automaton

The {2,3}-skeleton induces a natural partition of integers by residue mod 6:

  • n ≡ 0 (mod 6): maximum choice (add, /2, /3) — the "flood gate"
  • n ≡ 2, 4 (mod 6): two options (add, /2)
  • n ≡ 3 (mod 6): two options (add, /3) — odd-sector renormalization
  • n ≡ 1, 5 (mod 6): add only — forced inheritance

Two-thirds of integers possess at least one multiplicative channel. The remaining third (residues 1 and 5) must use the add path exclusively. All primes greater than 3 reside in these forced-inheritance classes.

4.3. The Goldilocks Table

Skeleton Factor 3? Crosses? Assessment
ρ_halve ({2} only) No No Too weak
ρ_{2,5} ({2,5}) No No Wrong odd-sector
ρ_{2,3} ({2,3}) Yes Yes Goldilocks minimum
ρ_{2,3,5} Yes Yes Enriched, same mechanism
ρ_simple Yes Yes Same mechanism, more factors
Full IC Yes (96% small-prime) Yes ≈ {2,3}-skeleton governed

4.4. Why Factor 3 Is Essential

Factor 3 provides three capabilities that halving alone cannot:

First, an odd-sector renormalization channel. Integers n ≡ 3 (mod 6) — i.e., 9, 15, 21, 27, ... — are forced to use the add path under ρ_halve. Factor 3 opens a /3 channel at these positions, providing renormalization access in the odd sector.

Second, deeper structural distance. The map n → n/3 produces a ρ gap of approximately λ · ln 3, compared with λ · ln 2 for halving. For the {2,3}-skeleton (λ ≈ 5.25), these gaps are 5.8 and 3.6 respectively — factor 3 jumps 61% deeper in ρ-space.

Third, a favorable smooth baseline. Factor 3's baseline cost is approximately 0.24 units below the add path (for full IC with λ ≈ 3.86), while factor 2 is 0.33 units above add. Factor 3 wins more readily, which accounts for its 45.6% share of winning factorizations despite being available at fewer positions than factor 2.


§5. Full IC as {2,3}-Skeleton Plus Perturbation

5.1. The 96% Equivalence

Full IC's winning factorizations: exact factor identification shows factor 2 wins 50.3%, factor 3 wins 9.1%, factor 5 wins 1.7%, with remaining small primes contributing approximately 5%. By coarseness bins, χ < 0.10 (dominated by factor 2 and factor 3 but also including other small primes) accounts for 96%. Mean coarseness χ = 0.06. Balanced splits never win. This distribution is stable across j = 25–29.

Full IC uses very small factors in the overwhelming majority of its multiplicative events, making it mechanistically close to the {2,3}-skeleton.

5.2. The 4% Perturbation

The remaining 4% of multiplicative events use larger factors (χ = 0.10–0.50), representing deeper jumps into IC structure with stronger decorrelation. This perturbation strengthens, rather than weakens, the decorrelation mechanism.

The extension from {2,3}-skeleton to full IC is best framed as a perturbative budget comparison: full IC equals the {2,3}-skeleton plus a sparse correction to the shell budget, concentrated at 4% of positions where the correction only accelerates erosion.

5.3. Conditional Theorem and Extension Principle

Theorem 68.A ({2,3}-Skeleton Criterion). If the {2,3}-skeleton's C_eff eventually crosses 1.0 with bounded cumulative budget, then the {2,3}-skeleton satisfies Ψ = O(j). Combined with Paper 65's conditional theorem, this yields the L² analogue of 59.1 for the {2,3}-skeleton.

Extension Principle 68.B (Empirical/Conjectural). Full IC can be modeled as the {2,3}-skeleton plus a sparse shell-budget correction concentrated at approximately 4% of multiplicative positions where larger factors win. These positions involve deeper structural jumps, which on physical grounds should strengthen rather than weaken decorrelation. If this perturbative budget comparison holds, full IC also satisfies Ψ = O(j). Rigorous justification of this extension is part of the Paper 69 target.

Status: Theorem 68.A is conditional on formal proof of C_eff crossing for the {2,3}-skeleton. Crossing is empirically confirmed in this paper. Extension 68.B is empirically motivated and formally conjectural.


§6. Why Factor 2 Wins Half the Time

For even n = p−1, factor 2 costs ρ(2) + ρ(n/2) + 2 = ρ(n/2) + 4. The add path costs ρ(n−1) + 1.

On the smooth baseline: factor 2 costs approximately λ·ln n − λ·ln 2 + 4, while add costs approximately λ·ln n + 1. The gap is 3 − λ·ln 2.

For full IC (λ ≈ 3.86): gap ≈ +0.33. Factor 2 is typically 0.33 units more expensive than add on the smooth baseline.

Factor 2 wins when ρ(n/2) experiences a negative fluctuation exceeding 0.33. Since ρ-fluctuations are O(1) with standard deviation approximately 0.75, this occurs in roughly 50% of cases — matching the observed 50.3% win rate.

The mean ρ-drop conditioned on mult winning is 1.86, consistent with conditional selection: mult wins only when fluctuations are sufficiently favorable, and the conditional mean reflects the tail of the fluctuation distribution.

For factor 3 (full IC): the smooth gap is 4 − λ·ln 3 ≈ −0.24. Factor 3 is baseline-favorable — it wins even without fluctuation assistance, explaining its substantial 45.6% share.

For balanced splits: the gap is approximately +1.0 — always worse than add by a full unit, unrescuable by O(1) fluctuations.


§7. Toward the Formal Proof: Dual-Channel Renormalization

7.1. Single-Channel Failure

The pure-halving RG recurrence γ_j(k) ≈ p_add^k + (1−p_add^k)·γ_{j-1}(k/2) has a fixed point g* < 1, consistent with ρ_halve's failure to cross.

7.2. Dual-Channel Extension

Adding the factor-3 channel modifies the recurrence:

γ_j(k) ≈ p_A · γ_j(k−1) + p_2 · γ_{j-1}(k/2) + p_3 · γ_{j-1}(k/3) + ε

where p_A + p_2 + p_3 = 1, with weights depending on the mod-6 class distribution.

Factor 3 provides a faster descent channel: log_3(k) < log_2(k). This additional pathway may shift the RG fixed point from g < 1 to g > 1.

7.3. Shellwise Renormalization Inequality

The natural theorem target for Paper 69 is a shellwise inequality:

Ψ(2W) ≤ 2^{1−c_{2,3}(W)} · Ψ(W) + error

where c_{2,3}(W) = c_2(W) + δ_3(W), and δ_3(W) ≥ 0 represents factor 3's additional erosion contribution.

Under pure halving, c_2(W) alone is insufficient (g* < 1). Adding δ_3(W) may push c_{2,3}(W) past the crossing threshold.

7.4. Why the 8% Effect Does Not Compound Independently

If individual mult decorrelations (8% per event) were independent, compounding would yield 0.92^{0.74W} — exponential cutoff. Paper 66 killed exponential cutoff.

Resolution: successive mult events are correlated. Halving n and n+2 sends both to n/2 and (n+2)/2, which are structurally adjacent in IC space. Correlated resets produce power-law decay (γ ~ k^{−C}), not exponential. C_eff crossing emerges from cumulative shell budget structure, not per-event independence.


§8. Philosophical Insights: The Irreducibility of the Discrete

This section records philosophical observations prompted by the mathematical discoveries of §1–§7. These observations grow naturally from the mathematical skeleton and resonate structurally with the SAE framework's core concepts. They are interpretive extensions of the mathematical results — not theorem-level conclusions and not premises for the preceding mathematical arguments. The scope and philosophical status of each observation require further development in independent SAE texts.

8.1. The Discrete Precedes the Continuous

The following is a methodological observation specific to the ZFCρ domain.

The conventional view in computer science holds that computers use discrete approximation to simulate a fundamentally continuous world. Within the IC recursion domain, ZFCρ suggests a reversal of this priority.

The IC recursion ρ(n) = min(ρ(n−1)+1, min_{ab=n}[ρ(a)+ρ(b)+2]) is defined on the integers. The min operation is non-smooth — it has a kink that no differentiable function can reproduce. The {2,3}-skeleton's mod-6 structure is an arithmetic fact. Within the specific domain of IC recursion, no continuous PDE has been found that reproduces these structural properties without losing the min-kink and mod-6 skeleton.

The non-smoothness of min is not an analytical artifact but a fundamental feature of IC recursion. This suggests that in integer complexity and similar discrete recursive systems, continuous approximation cannot completely capture structural information.

Continuity can be understood as an emergent property: when discrete structure is sufficiently dense, cognition perceives it as continuous. The calibration constant λ ≈ 3.86 appears continuous but emerges from discrete recursion. The residual η = ρ − λ·ln n is what remains after continuous compression — the irreducibly discrete remainder.

8.2. Time Is Hopping Stones, Not a River

The following records a structural resonance between IC recursion and the phenomenology of consciousness — analogous to the Kingdom of Ends discussion in Thermo X. This is structural analogy, not derivation.

The min(add, mult) binary structure of IC recursion resonates suggestively with the continuity-versus-restructuring alternation in conscious experience:

  • The add path (顺, inheritance): continue from the previous moment's context — the substrate of experiential continuity.
  • The mult path (凿, restructuring): jump to a structurally different state — the substrate of insight, surprise, and creative thought.
  • The min operation (不得不, forced choice): the system must select between continuity and restructuring at each step.

In IC, most updates preserve locality — even when entering a multiplicative channel, 96% of events fall in the very-small-prime range (gentle, nearby renormalization). If this resonance reflects deeper structure (an open question), the feeling of temporal continuity corresponds to the dominance of locality-preserving updates, while rare deep structural jumps correspond to creative moments.

Whether this resonance reflects a deeper connection or is merely a structural analogy remains an open question. This paper records it as a suggestive observation.

8.3. The Remainder and the Thing-in-Itself: A Structural Analogy

ρ = λ·ln n + η. Within the SAE framework, this decomposition bears significant structural analogy to Kant's distinction between phenomenon and thing-in-itself.

λ-calibration functions as a narrative faculty: it takes the wild variation of discrete ρ-values and compresses them into the smooth trend λ·ln n. The residual η is what remains after this narrative smoothing — the irreducibly discrete remainder after continuous compression.

In the SAE vocabulary, the remainder (余项) and the thing-in-itself (物自体) share structural features: both represent what is irreducibly left after cognitive or analytical smoothing. This is a structural analogy within the SAE framework, not a claim of philosophical equivalence.

η is precisely the object that determines 59.1 — what continuous approximation cannot absorb.

8.4. The Applicable Domain of ZFCρ

ZFCρ provides irreplaceable insight precisely at the boundary where continuous approximation breaks down:

  • Number theory: native domain (discrete, min-plus)
  • Thermodynamics: structural isomorphism (discrete states, Boltzmann selection; established in Thermo series I–X)
  • Phase transitions: C_eff crossing 1.0 bears structural analogy to critical phenomena (formal mapping is an open question)

Where continuous approximation is already highly effective — classical mechanics, smooth cosmology — ZFCρ's discrete tools may not provide additional first-principles structural insight.

The power boundary of ZFCρ's tools correlates with the discrete-versus-continuous character of each domain — a methodological observation whose exact boundaries require case-by-case verification.

8.5. The {2,3}-Skeleton and Twin Primes: A Structural Alignment

The following is a preliminary arithmetic observation requiring rigorous analysis in Paper 69 and beyond.

All primes greater than 3 occupy residues 1 or 5 modulo 6. Twin prime pairs (p, p+2) correspond to coordinates (5, 1) in the mod-6 automaton.

Between every twin prime pair lies the integer 6k, which occupies residue 0 — the position of maximum renormalization capacity (add + /2 + /3). This "flood gate" provides a natural decorrelation opportunity between twin prime pairs.

The {2,3}-skeleton's mod-6 structure exhibits structural alignment with prime gap distribution. The IC approach has the potential to provide new analytical tools for prime distribution — though this potential requires concrete verification in future work and is not an established result of this paper.

8.6. From Proving One Conjecture to Creating a Class of Tools

H' is stronger than the twin prime conjecture: it asserts not merely that gap 2 occurs infinitely often, but that all gaps distribute exactly as the random model predicts, asymptotically.

The {2,3}-skeleton offers a possible explanation for why H' is natural from the IC perspective: the mod-6 decorrelation mechanism does not discriminate between specific gaps but acts uniformly across all correlations at all scales. This makes H' as a uniform statement more natural than individual gap statements within this framework.

The series' potential contribution extends beyond 59.1/H': the {2,3}-skeleton's mod-6 decorrelation structure, the C_eff scale-dependent erosion framework, and the log-budget identity all possess applicability that may extend to other discrete recursive systems — though full application to other problems is future work.

8.7. Boundary of This Section

This section does not claim that "ZFCρ proves any philosophical proposition" or that "mathematics derives ontology."

Each observation in §8.1–§8.6 is a structural resonance triggered by the mathematical results of §1–§7: the specific behavior of the IC recursion's {2,3}-skeleton on the mod-6 automaton exhibits identifiable structural analogy with core concepts of the SAE framework (remainder, chisel-construct cycle, Via Negativa/Via Rho). These analogies are suggestive, not demonstrative.

Specific boundaries:

First, "the discrete precedes the continuous" is a methodological observation within the IC recursion domain. Whether it extends to general ontology is an open question — this paper makes no general ontological claim.

Second, "time is hopping stones" records a structural resonance between IC recursion's add/mult structure and the phenomenology of consciousness. Following the principle established in Thermo X: this is philosophical resonance, not derivation. Humans are not merely recursive systems.

Third, "the remainder and the thing-in-itself" is a structural analogy within the SAE framework, not a claim of philosophical equivalence.

Fourth, the connection between the {2,3}-skeleton and prime gap distribution is a preliminary arithmetic observation requiring future rigorous analysis.

The technical contribution of Paper 68 is confined to §1–§7. Section 8 records philosophical readings prompted by these technical findings; the philosophical status and scope of each reading require further development in independent SAE texts.


§9. Paper 69 Target

9.1. What Paper 68 Accomplished

  1. Identified {2,3}-skeleton as the minimum crossing mechanism (Goldilocks)
  2. Produced 18 hypothesis kills (Kills 14–18 in this paper)
  3. Established that full IC is governed by the {2,3}-skeleton (96% of winning factorizations in very-small-prime range)
  4. Characterized the mod-6 residue automaton as the natural proof target
  5. Demonstrated that factor 3 is essential among tested two-prime skeletons

9.2. What Remains Open

  1. Formal proof of C_eff crossing for the {2,3}-skeleton
  2. Analytic derivation of factor 2/3 win rates from IC axioms
  3. Unconditional 59.1

9.3. Paper 69 Objectives

Derive, from the mod-6 recursion structure of the {2,3}-skeleton:

(a) That C_eff is eventually increasing (via dual-channel RG analysis)

(b) That the cumulative budget is bounded (via shellwise renormalization inequality)

(c) Extension to full IC via the 4% perturbation argument

Candidate tools: spectral analysis of the mod-6 residue automaton; dual-channel renormalization inequalities; Dirichlet characters mod 6 for residue-class decomposition; Gelfond-type digit sum estimates for ρ_{2,3} fluctuation distributions.


§10. Via Negativa to Via Rho: The Methodology of 18 Kills

10.1. Complete Kill Table

# Hypothesis How Killed Paper
1–5 Coordinate and low-rank illusions Surrogate matching 64–65
6–7 State-space shortcuts Instant mixing of transfer operator 66
8–10 Screening models Thermodynamic divergence, tail artifacts 66
11–13 Ancestry shortcuts Chain, GCD, and attenuation failures 66
14 Simple bridge projection Corrects only 10–30% 67
15 Dyadic geometry essential Non-dyadic blocks show identical crash 67
16 Multiplicity drives C_eff ρ_simple (M_ε = 1) still crosses 68
17 Pure halving sufficient ρ_halve fails to cross 68
18 {2,5} sufficient ρ_{2,5} fails to cross 68

10.2. Via Negativa in the Theoretical Phase

Kill 17 prevented Paper 68 from committing to an impossible proof (C_eff crossing for ρ_halve). Kill 18 prevented targeting the wrong minimum skeleton. The principle generalizes: never commit theoretical resources to proving a statement without first empirically confirming it holds.

10.3. The Goldilocks Principle as 凿構循環

Kill 16 removed excessive complexity. Kills 17–18 removed insufficient simplicity. What remains is the {2,3}-skeleton: neither too complex nor too simple, but precisely the minimum structure that produces C_eff crossing.

This is the SAE methodology at atomic resolution: chisel away (凿) excess complexity and insufficient simplicity until the precise skeleton (構) is revealed. Each kill is not a failure but a structural constraint that narrows the remaining space. Eighteen constraints collectively point to a unique mechanism.


§11. Status Map

Content Level
Theorem 68.A: {2,3}-skeleton crossing + bounded budget → Ψ=O(j) Conditional
{2,3}-skeleton crosses C_eff = 1.0 Empirically confirmed (j = 22–27)
Full IC governed by {2,3}-skeleton (96% small-prime) Empirically confirmed
ρ_halve does NOT cross Empirically confirmed (Kill 17)
ρ_{2,5} does NOT cross Empirically confirmed (Kill 18)
Factor 3 essential among tested two-prime skeletons Empirically confirmed
18 hypotheses killed Empirical/analytic
{2,3} crossing formal proof Open (Paper 69)
59.1 unconditional Open (Paper 69)

Methods

A. IC Variants

All variants computed from scratch on the integers up to N = 3×10⁸: ρ_halve (add + /2 for even); ρ_{2,3} (add + /2 if 2|n + /3 if 3|n); ρ_{2,5} (add + /2 if 2|n + /5 if 5|n); ρ_{2,3,5} (add + /2, /3, /5); ρ_simple (add + smallest prime factor); ρ_largest (add + largest prime factor). Full IC ρ(n) precomputed to N = 10¹⁰ (455 million primes).

B. Sub-Block Variance and C_eff

Following Paper 67 Methods C–D. Half-decade W resolution with K ≥ 4 minimum block count.

C. Coarseness Measurement

For full IC multiplicative events, the winning factorization a·b = p−1 with ρ(a)+ρ(b)+2 = ρ(p−1) was identified via trial division. Coarseness χ = log(min(a,b))/log(p−1).

D. Corrector Spectrum

Raw corrector h(p) = ρ(p) − λ·ln p − class_mean. Centered residual η via Paper 65 adjacent gauge decomposition. Direct Fourier transform at selected low frequencies.


References

[1] H. Qin, "ZFCρ Paper LXVII," Zenodo (2026). DOI: 10.5281/zenodo.19705713.

[2] H. Qin, "ZFCρ Paper LXVI," Zenodo (2026). DOI: 10.5281/zenodo.19701479.

[3] H. Qin, "ZFCρ Paper LXV," Zenodo (2026). DOI: 10.5281/zenodo.19687343.

[4] H. Qin, "ZFCρ Paper LX," Zenodo (2026). DOI: 10.5281/zenodo.19480563.

[5] H. Qin, "SAE Methodology Paper 00 (Via Rho)," Zenodo (2026). DOI: 10.5281/zenodo.19657439.