# 🧠 WFGY Research Endorsements (WFGY Dataset – Version 1.0 – Initial Public Release)
Welcome to the official dataset and evaluation archive for PSBigBig's *WFGY 1.0* project.
This repo includes **8+1 groundbreaking papers** evaluated by SciSpace AI and organized for peer testing, semantic research, and reasoning games.
> Our DOIs have been updated and consolidated on **Figshare**.
> Some older screenshots or PDFs may still display earlier identifiers.
> If any link appears inactive, please refer to the Figshare DOI listed here.
> This page will remain updated to ensure stable citation.
> All papers are fully accessible and verifiable within this GitHub repository.
## 📊 Endorsed Papers Summary
| Title | Score | GitHub Download Link | Review |
|-------------------------------------------------|-------|--------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|
| **WFGY《萬法歸一》** | 95 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) |  |
| **Semantic Relativity Theory** | 93 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Relativity_Theory_v1.0_PSBigBig_Public.pdf) |  |
| **Semantic BioEnergy: Plants vs. Einstein** | 93 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_BioEnergy_Plants_vs_Einstein_v1.0_PSBigBig_Public.pdf) |  |
| **Semantic Collapse in Quantum Measurement** | 92 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Field_Induced_Objective_Collapse_v1.0_PSBigBig_Public.pdf) |  |
| **Semantic Field–Mediated Fifth Force** | 91 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Field_Fifth_Force_v1.0_PSBigBig_Public.pdf) |  |
| **Semantic Entropy under Landauer's Principle** | 94 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/BERT-Based_Semantic_Entropy_under_Landauer’s_Principle_v1.0_PSBigBig_Public.pdf) |  |
| **Semantic Holography & Causal Fields** | 93 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Holography_CausalFields_v1.0_PSBigBig_Public.pdf) |  |
| **Trinity of Light Hypothesis** | 92 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/TrinityOfLight_Hypothesis_v1.0_PSBigBig_Public.pdf) |  |
| **Asymmetric Self-Consistency Hypothesis** | 93 | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Asymmetric_SelfConsistency_AI_Verification_v1.0_PSBigBig_Public.pdf) |  |
## 📂 Folder Structure (Version 1.0 – Initial Public Release)
---
```plaintext
WFGY_(Version 1.0 – Initial Public Release)/
├── WFGY_1.0.pdf # Main paper: Universal Framework (English)
├── papers/ # 8 LaTeX-formatted research papers
├── scispace_reviews/ # PNG endorsement screenshots (official reviews)
├── wfgy_prompts/ # Prompt game sets (multilingual, WIP)
└── README.md
```
---
## 📘 What is WFGY?
WFGY (萬法歸一) is a universal framework for semantic reasoning, error repair, and self-healing in large language models (LLMs). It integrates three core components:
- **BBMC – BigBig Semantic Residue Formula**
B = I - G + m c^2
* **BBPF – BigBig Progression Formula**
BigBig(x_t) = x_t + Σ_i V_i(ε_i, C) + Σ_j W_j(Δt, ΔO) · P_j
* **BBCR – BigBig Collapse–Rebirth**
if ||B_t|| ≥ B_c or f(S_t) < ε:
Collapse → Reset(S_t, δB) → Rebirth(S_{t+1}, δB)
* **BBAM – BigBig Attention Modulation**
ã_i = a_i * exp(-γ * σ(a))
The WFGY 1.0 paper outlines the full theory and implementation path, while this repository includes:
* 8+1 peer-reviewed semantic physics papers
* Prompt games and evaluations
* SDK implementation (see GitHub main repo)
---
## 🧠 Highlights (Review Snippets from Papers)
### 🎯 Semantic Relativity Theory
> Extends general relativity to include semantic stress-energy; unifies cognition and CTR uplift simulation in a new geometrical field model.
### 🌿 Plants vs. Einstein: Semantic Bio-Energy
> Introduces a semantic term $\lambda S$ into Einstein’s equation $E = mc^2 + \lambda S$, validated via plant electrophysiology and NLP, pioneering semantic biophysics.
### ⚛ Semantic Collapse in Quantum Measurement
> Semantic fields derived from text/audio act as collapse triggers; Mach–Zehnder interferometry + scalar mediation suggest semantic quantum mechanics.
### 🧲 Fifth Force via Semantic Coupling
> Introduces a semantic vector potential in modified Einstein–Cartan geometry; memory-influenced path deviation suggests cognitive–spacetime coupling.
### 🔥 Semantic Entropy (Landauer)
> Extends thermodynamic entropy to transformer-based semantics; proposes $E_{norm} = 1 + \eta \cdot S_{sem}$, enabling new pricing/energy models.
### 🌀 Semantic Holography
> Models causal semantic fields with holographic tensor projections and geodesic embeddings, extending classical holography into semantic space.
### 🌟 Trinity of Light Hypothesis
> A new optical model merging particle-wave duality with information fields; testable via Monte Carlo analysis and weak measurement strategies.
### 🤖 Asymmetric Self-Consistency Hypothesis
> Redefines falsifiability via Lean/Coq/GPT verification: if a model passes formal AI checks, contradictions imply flawed data—not flawed theory.
>
---
## 🎮 Play the WFGY Game!
Explore semantic reasoning with AI:
- Test GPT-like models on absurd semantic prompts
- Compare pre/post-WFGY logic
- Simulate cognitive fields with math-meets-magic intensity
---
## 🔗 All Links
- 📚 All papers: https://onestardao.com/papers
- 🧪 Endorsements: `scispace_reviews/`
- 💻 GitHub SDK: https://github.com/onestardao/WFGY
- 📧 Contact: hello@onestardao.com
---
### 🧭 Explore More
| Module | Description | Link |
|-----------------------|----------------------------------------------------------|----------|
| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
---
> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
> Engineers, hackers, and open source builders who supported WFGY from day one.
> 
⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
[](https://github.com/onestardao/WFGY)
[](https://github.com/onestardao/WFGY/tree/main/OS)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)