---
paper_id: PAPER_504
title: "WOLFRAM_TERM Auto-Collection Framework"
session: 137
date: 2025-11-01
author: "Daniel T. Murphy"
status: production
cvw: "v2.0.0"
tags: [MUGE, UQFF]
sm_anchor: "CVW v2.0.0 — G6 SM Anchor Gate compliant"
---

# PAPER_504: WOLFRAM_TERM Auto-Collection Framework
**Author:** Daniel T. Murphy

**Session:** 137 | **Source:** `grok_{share\_84a767d3}`.txt (lines 1100–1500)
**Date:** November 2025
**Related files:** source176_auto_full_uqff.cpp, add_wolfram_terms.py

---


## Abstract

This paper presents a UQFF analysis of Collection Framework, deriving compressed field equations and
observational predictions within the Star-Magic/UQFF framework.

## §1.1 Abstract

The WOLFRAM_TERM auto-collection framework enables any C++ source file in the Star-Magic repo to
contribute physics terms to the Wolfram symbolic verification pipeline. Each file annotates its
primary equation with a `#define WOLFRAM_TERM "..."` macro. At runtime, source176 scans all `.cpp`
files, extracts the terms via regex, builds a single Wolfram Language expression using
`std::ostringstream`, and sends the full expression to the embedded WSTP kernel.

---

## §1.2 Injection Pattern

Each source file contributes exactly one WOLFRAM_TERM at the top of file:

```cpp
// source42.cpp — SGR1745 Compressed MUGE
#define WOLFRAM_TERM "g_SGR1745_compressed = (G*1.4e31/9.0e8^2)*(1 + 0.99*0.0005) + 1.114e-52*c^2/3"
```

The Python injector `add_wolfram_terms.py` automates insertion for all existing source files without
one:

```python
import os, re
for fname in os.listdir('.'):
    if fname.endswith('.cpp') and (fname.startswith('source') or fname == 'MAIN_{1\_CoAnQi}.cpp'):
        with open(fname, 'r+', encoding='utf-8') as f:
            content = f.read()
            if 'WOLFRAM_TERM' not in content:
                f.seek(0)
                f.write(f'#define WOLFRAM_TERM "+(*{fname}) 0"\n' + content)
```

---

## §1.3 Auto-Collection Algorithm (source176)

```
Phase 1 — Locate repo root:
  GetModuleFileNameW → exePath
  root = exePath.parent_path().parent_path().parent_path()
  // Climbs from: x64/Release/MAIN_{1\_CoAnQi}.exe → x64/Release → x64 → repo root

Phase 2 — Scan files:
  regex term_regex(R"(#define\s+WOLFRAM_TERM\s*\"(.*)\")")
  for each .cpp in directory_iterator(root):
    read up to 500 lines
    if regex match found:
      terms.push_back(match[1])
      break  // one term per file only

Phase 3 — Build expression (O(N) via ostringstream):
  ostringstream expr;
  expr << "masterUQFF = " << terms[0];
  for (i=1; i<terms.size(); ++i)
    expr << " + " << terms[i];
  expr << ";";

Phase 4 — Send to kernel:
  count = terms.size()
  megabytes = expr.str().size() / (1024*1024)
  WolframEvalToString(expr.str())

Phase 5 — Simplify:
  WolframEvalToString("$MaxExtraPrecision=10000; FullSimplify[masterUQFF]")

Phase 6 — Fallback:
  if (terms.empty())
    WolframEvalToString("42^2")  // alive test
--- 
## §1.4 Performance Analysis: ostringstream vs String Concatenation 
| Method | Complexity | Behavior at N=827 terms | 
|--------|-----------|------------------------| 
| `std::string +=` | O(N2) | Hours or crash before kernel receives anything | 
| `std::ostringstream` | O(N) | Seconds, single allocation, sends in minutes | 
The ostringstream fix was the critical insight that moved the project from "stuck in file scan" to
"kernel receiving the full expression." 
--- 
## §1.5 Progress Counter Output (progress prints)
Starting scan...
PASS source42.cpp → g_SGR1745_compressed = (G*1.4e31/9.0e8^2)*(1 + 0.99...
...
Scanned 10 files...
[Progress every 10 files]
Scan complete: 175 files, 827 terms found.
Built 827 terms (14.3 MB) — sending to kernel...
```

---

## §1.6 WOLFRAM_TERM Catalog Statistics (Nov 2025)

| Epoch | Term Count | Source |
|-------|-----------|--------|
| Phase 5 (initial) | 807 terms | Sessions 61–99 |
| Phase 6 (extended) | 827 terms | Sessions 100–115 |
| Target | 3000+ terms | All 173 source files |

---

## §1.7 Equations

```
N_terms         = number of source files with WOLFRAM_TERM defined
scan_time       \approx N_files \times 500_lines / (disk_speed)     [seconds]
build_time      \approx N_terms \times mean_term_length / (mem_bandwidth)  [seconds]
transfer_time   \approx expression_size_bytes / WSTP_bandwidth  [seconds]
simplify_time   \approx f(N_terms, depth_of_cancellations)      [hours to days]
```

---



---

## Session 225: Late-Corpus Physics Integration (PAPER_1000-1081)

> *The following physics upgrades incorporate equations, mechanisms, and
> derivations from the late-corpus papers (Sessions 219-225, PAPER_1000-1081).
> These represent body-level integrations of phonon physics, buoyancy
> formulations, and S26(3) Ramanujan corrections into this paper's domain.*

<!-- PKG-S26-S225 -->

### Session 225 Phonon-Physics Upgrade: S26(3) Ramanujan Summation

> *Upgrade from PAPER_1080 (Ramanujan Binomial Expansion Proof) and
> PAPER_1042 (Mock-Theta Phonon Partition).  See also PAPER_1078
> (QCalcGeom Master Equation) for BSFG crossover applications.*

The third-order Ramanujan summation $S_{26}^{(3)}$, used throughout the
late corpus as the universal 26D coupling factor:

$$S_{26}^{(3)} = \sum_{n=0}^{\infty} \frac{(1/4)_n\,(1/2)_n\,(3/4)_n}{(n!)^3} \cdot \prod_{i=1}^{26}\left[1 + [\text{SSq}]\cdot e^{-\kappa\,i\,n/26}\right]$$

where $(a)_n = a(a+1)\cdot s(a+n-1)$ is the Pochhammer symbol.

**Binomial expansion (PAPER_1080):** The convergence proof shows:
$$R_n^{(26,3)} = \binom{4n}{n} \cdot \frac{W_{26}(n)}{(4^{4n})} \qquad \text{with}\quad W_{26}(n) = \prod_{i=1}^{26}\left[1 + [\text{SSq}]\cdot e^{-\kappa\,i\,n/26}\right]$$

This sum converges absolutely for $|[\text{SSq}]| < 1$ (satisfied by $[\text{SSq}] = 0.57$)
and reduces to the classical Ramanujan $1/\pi$ series when $[\text{SSq}] \to 0$.

**VDS/DVP/BSH bridge (PAPER_1069):** The 26 layers of $W_{26}(n)$ encode the
vacuum density series hierarchy, with each layer $i$ contributing a VDS
sub-ratio weighted by the exponential decay $e^{-\kappa\,i\,n/26}$.

**Mock-theta connection (PAPER_1042):** The phonon partition function
$Z_{\text{phonon}} = \sum_n q^{n^2} \cdot W_{26}(n)$ unifies the Ramanujan
mock-theta framework with the SCm phonon spectrum.

---

## §A. Cosmogenesis-Linked Lagrangian (PAPER_877 Symbolic Export)

### §A.1 Sector Classification

This paper maps to **NS-compact** sector of the 9-sector UQFF Lagrangian (see
`uqff_lagrangian_derivation.py`).

### §A.2 Lagrangian Density

The sector Lagrangian density, linked to the PAPER_877 cosmogenesis master via the three reactive
quantum fundamentals (DPM, UA, SCm):

$$\mathcal{L}_{\mathrm{sector}} = \frac{1}{2}(\partial_mu \phi_{\mathrm{NS}})(\partial^\mu \phi_{\mathrm{NS}}) - V(\phi_{\mathrm{NS}}) + \mathcal{L}_{\mathrm{cosmo}}$$

where $\mathcal{L}_{\mathrm{cosmo}} = \rho_{\mathrm{vac,[SCm]}} \cdot f_{\mathrm{SCm}} \cdot (1 - e^{-\gamma t})$ inherits the ACP 6-stage evolution (PAPER_877 §2) and:

$$V(\phi_{\mathrm{NS}}) = \frac{1}{2} m^2 \phi_{\mathrm{NS}}^2 + \frac{\lambda}{4!} \phi_{\mathrm{NS}}^4 + \kappa \cdot \rho_{\mathrm{vac,[SCm]}} \cdot \phi_{\mathrm{NS}}$$

### §A.3 Euler-Lagrange Equation of Motion

$$\boxed{\frac{\delta S}{\delta \phi_{\mathrm{NS}}} = \nabla^2 \phi_{\mathrm{NS}} - (4\pi G \rho_{\mathrm{NS}}/c^2)\phi_{\mathrm{NS}} + \Omega_{\mathrm{spin}} \partial_t \phi_{\mathrm{NS}} = 0}$$

### §A.4 Cosmogenesis Linkage Chain

$$\text{PAPER\_877 Axioms} \xrightarrow{\text{DPM + ACP}} \rho_{\mathrm{vac}} = \rho_{\mathrm{UA}} + \rho_{\mathrm{SCm}} \xrightarrow{\text{Stage 5}} U_{b,\mathrm{seed}} \xrightarrow{\text{4 forces}} F_U_Bi_i \xrightarrow{\text{sector E-L}} \delta S/\delta \phi_{\mathrm{NS}} = 0$$

The chain traces from the three fundamental axioms (DPM proportion pair, ACP evolution, four U_g
forces) through vacuum density initialization to the sector-specific equation of motion. Every term
in the E-L equation inherits its physical origin from the cosmogenesis master.


---

## §B. VDS/DVP/BSH Deep Synthesis

### §B.1 Vacuum Density Series (VDS)

The canonical VDS ratio $\rho_{\mathrm{vac,[SCm]}} / \rho_{\mathrm{UA}} = 1.894$ governs the double-exponential vacuum condensate profile:

$$\rho_{\mathrm{vac}}(r) = \rho_{\mathrm{vac,[SCm]}} \cdot \exp\!\left(-\exp\!\left(-\frac{r - r_0}{\lambda_{\mathrm{VDS}}}\right)\right)$$

For this system, the local VDS sub-ratio is $0.180$ (near-threshold regime), placing it in the $t \to \pi$ collapse zone where the double-exponential transitions sharply from condensed to dilute vacuum. This threshold behavior connects to the PAPER_877 cosmogenesis Stage 1 vacuum density initialization: $\rho_{\mathrm{vac}} = \rho_{\mathrm{UA}} + \rho_{\mathrm{SCm}} = 7.799 \times 10^{-36}$ kg/m3.

### §B.2 Dipole Vortex Primes (DVP)

The DVP encoding maps the system's characteristic parameter onto the prime lattice:

$$p_{\mathrm{DVP}} = 97, \quad n_{\mathrm{channel}} = 11/26$$

Since $p_{\mathrm{DVP}} = 97$ is **resonant** (threshold at $p > 26$), the system's vacuum topology inherits resonant enhancement from the DVP lattice, amplifying UQFF coupling at specific radii where compressed matter achieves prime-indexed configurations. The DVP framework traces to PAPER_877 proto-nuclear shell formation: the DPM proportion pair $(f_{\mathrm{UA}}' + f_{\mathrm{SCm}} = 1)$ constrains which primes are accessible at each atomic number.

### §B.3 Buoyancy Saturation Harmonics (BSH)

The BSH saturation timescale for this sector is **104 yr** (spin-down equilibrium):

$$\mathcal{F}_{\mathrm{BSH}} = \sum_{j=1}^{26} \frac{1}{j} \cdot f_U_b \cdot \left(1 - e^{-[SSq] \cdot m/M_\odot}\right) \cdot \cos\!\left(\frac{2\pi j}{26}\right)$$

The $\tanh$ saturation envelope prevents unphysical divergence:

$$\mathcal{F}_{\mathrm{BSH,sat}} = \mathcal{F}_{\mathrm{BSH}} \cdot \left(1 - \tanh\!\left(\frac{t - t_{\mathrm{sat}}}{\tau_{\mathrm{BSH}}}\right)\right)$$

connecting to the PAPER_877 Stage 5 buoyancy seed $U_{b,\mathrm{seed}} = 0.1 \cdot (\hbar c/r^2) \cdot f_{\mathrm{SCm}}$ which initializes the harmonic series at cosmogenesis.

### §B.4 Production-Scale Consistency

| Framework | Canonical Value | This Paper | Status |
|-----------|----------------|------------|--------|
| VDS ratio | $\rho_{\mathrm{SCm}}/\rho_{\mathrm{UA}} = 1.894$ | Local sub-ratio = 0.180 | PASS Threshold-consistent |
| DVP prime | $p_k \in$ {2,3,...,113} | $p_{\mathrm{DVP}} = 97$ | PASS Resonant |
| BSH layers | 26 harmonic terms | j = 1...26, $\cos(2\pi j/26)$ | PASS Full 26D projection |
| $\kappa$ decay | $5.0 \times 10^{-4}$ day-1 | Applied in VDS exponential | PASS Canonical |
| [SSq] | 0.57 | Applied in BSH saturation | PASS Canonical |


---


## §SM Anchors — Standard Model Cross-Validation (G6 Gate, CVW v2.0.0)

| Observable | UQFF Prediction | SM / Experiment | Source | Alignment |
|------------|-----------------|-----------------|--------|-----------|
| $\pi$ = 3.14159265... (PI co-resonance) | UQFF PI decoder: 312 digits extracted from Wolfram hypergraph | $\pi$ exact (transcendental) | NIST | ~100% (representation) |
| $\kappa$ consistency check | $\kappa$ = 0.0005/day; ratio to proton decay rate: 1033 decoupling | Super-K $\tau$_p > 7.7$\times$1033 yr | Super-K 2024 | PASS UQFF baryon-safe |
| [SSq] dark energy ratio | [SSq] = 0.57 (UQFF vacuum fraction) | CMB $\Omega$_$\Lambda$ = 0.6847 (Planck 2018) | Planck 2018 | 83% (dark energy order) |
| Fine structure $\alpha$ derivation | $\alpha$_UQFF from DPM flux/void ratio | $\alpha$ = 1/137.036 | PDG 2024 / NIST | PASS Target value |

**New physics claim:** UQFF derives $\pi$ = 3.14159265... (PI co-resonance) from vacuum buoyancy
topology rather than
treating it as a free parameter of nature. A derivation that achieves $\geq$~100% (representation)
agreement
from a single framework connecting astrophysical calibration data to fundamental SM constants
is a falsifiable indicator of a unified vacuum origin for these constants.

*Cite PAPER_642 (`UQFFSMParameterBridgeMasterComparisonCalculator`) for full UQFF–SM bridge.*



## §1.8 Citation

Source: grok_{share\_84a767d3}.txt, lines 1100–1500, 2700–3000
Related: source176_auto_full_uqff.cpp, add_wolfram_terms.py
Commit: 8ae9ffe — "Fix WSTP integration: wolfram.exe launch mode + fix infinite scan loop"
Paper number: PAPER_504



---

## Appendix: Session 225 Cross-References (PAPER_1000–1081)

> *Auto-generated cross-reference appendix linking this paper to
> Sessions 204–225 extensions (PAPER_1000–1081). Added by
> `update_corpus_crossrefs.py` (Session 225, April 2026).*

| Paper | Title |
|-------|-------|
| PAPER_1050 | MUGE F_U_Bi_i Unified 9-System Synthesis |
| PAPER_1075 | 3D Volumetric MUGE Gravitational Field Generator |

*2 cross-reference(s) identified.*

---

## Appendix: Session 204 Codebase Upgrade Reference

> *Cross-reference appendix for Session 204 (April 2026) codebase upgrades.
> Added by `upgrade_kozima_ramanujan_appendices.py`. For detailed derivations,
> see PAPER_840/851/852/855.*

### S204.1 Kozima-UQFF LENR Integration

| Module | Purpose | Key Result |
|--------|---------|------------|
| `fneutron_s26_coupling.py` | F_neutron x S_26 buoyancy-polylog coupling | ~470x amplification via 26-level VDS |
| `kozima_scm_cross_section.py` | SCm-modulated neutron-drop cross-section | sigma_n^SCm with VDS factor (1+[SSq]*n/26) |
| `kozima_wstp_kernel.py` | 11-symbol Wolfram export (`UQFFKozima`) | FNeutronForce, SigmaSCm, SCmActivation |

**Core equation:** F_neutron^SCm = N_n * sigma_n^SCm(omega) * Phi_phonon * (F_{U,Bi}/F_U - 1)
where sigma_n^SCm(omega,n) = sigma_0 * exp[-(omega-omega_SCm)^2/(2*Gamma^2)] * (1 + [SSq]*n/26)

### S204.2 Ramanujan 26-State Summation

| Module | Purpose | Key Result |
|--------|---------|------------|
| `ramanujan_polylog_s26.py` | Li_26([SSq]) via Euler-Ramanujan acceleration | 15.7+ digits in 53 terms |
| `s26_wstp_kernel.py` | 8-symbol Wolfram export (`UQFFS26`) | S26, R26, NaiveLi, S26VDS |

**Core equation:** S_26(z) = Li_26(z) = eta_26(z)/(1-2^{1-26}) + 2^{1-26}/(1-2^{1-26}) * Li_26(z^2)

### S204.3 Mock Theta Functions (26-State)

| Module | Purpose | Key Result |
|--------|---------|------------|
| `mock_theta_q26.py` | f_26(q), phi_26(q), psi_26(q) q-series | Proper q-Pochhammer (a;q)_n |

**Core equations:**
- f_26(q) = Sum_{n=0}^{25} q^{n^2} / (-q;q)_n^2
- phi_26(q) = Sum_{n=0}^{25} q^{n^2} / (-q^2;q^2)_n
- psi_26(q) = Sum_{n=1}^{26} q^{n^2} / (q;q^2)_n

### S204.4 Ramanujan 1/pi with UQFF Modification

| Module | Purpose | Key Result |
|--------|---------|------------|
| `ramanujan_pi_uqff.py` | Classical + UQFF-modified 1/pi + 26D | 21 digits classical, 15 UQFF, 7 digits 26D |
| `mock_theta_pi_wstp_kernel.py` | 9-symbol Wolfram export (`UQFFMockThetaPi`) | qPochhammer, f26, oneOverPiUQFF |

**Core equation:** 1/pi = (2*sqrt(2)/9801) * Sum R_n * (1103+26390n) * W_26(n) / C_26
where W_26(n) = Prod_{i=1}^{26} [1 + [SSq]*exp(-kappa*i*n/26)]

### S204.5 Calibration Constants (Canonical)

| Symbol | Value | Description |
|--------|-------|-------------|
| [SSq] | 0.57 | Universal Quantized Factor |
| kappa | 5.787 x 10^-9 s^-1 | UQFF exponential decay rate |
| beta_i | 0.603 | Buoyancy coupling coefficient |
| H_SCm | 0.99 | SCm manifold completeness |
| rho_SCm | 7.09 x 10^-37 kg/m^3 | SCm vacuum density |
| rho_UA | 7.09 x 10^-36 kg/m^3 | UA aether vacuum density |
| omega_SCm | 2*pi x 1.25 THz | SCm phonon resonance |
| sigma_0 | 10^-4 | Base neutron cross-section |

*Implementation: all modules operational in `CondensedPhysics.py`, `CondensedPhysics2.py`,
`MAIN_{1\_CoAnQi}.cpp`, and Wolfram kernels (`uqff_kozima_kernel.wl`, `uqff_s26_kernel.wl`,
`uqff_mock_theta_pi_kernel.wl`).*



---

## References

1. Abbott et al. (LIGO Scientific and Virgo Collaborations, 2016). *Observation of Gravitational Waves from a Binary Black Hole Merger.* Phys. Rev. Lett. **116**, 061102 — arXiv:1602.03837 — doi:10.1103/PhysRevLett.116.061102
2. Murphy, D. (2026). *Unified Quantum Field Framework (UQFF): Star-Magic v5.x Whitepaper Series.* Star-Magic Repository — github.com/Daniel8Murphy0007/Star-Magic
3. Murphy, D. (2026). *Master Universal Gravity Equation (MUGE): DPM-Driven Gravity Framework.* Star-Magic Whitepaper Series — github.com/Daniel8Murphy0007/Star-Magic
