WFGY/I_am_not_lizardman/README.md

# 🧠 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.

> ⚠️ **Note on DOIs (Aug 2025)**  
> The DOIs listed in the images and papers were originally registered via Zenodo.  
> At the moment, these links may appear inactive due to Zenodo marking our uploads as "spam/abuse"  
> (likely triggered by high traffic and rapid growth).  
>
> We have already filed an appeal, and the case is under review.  
> Once the situation is resolved — whether through restoration or replacement
> all DOI information will be updated here to ensure persistent scholarly access. In the meantime, all papers remain fully available and verifiable through 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) | ![](scispace_reviews/SciSpace_Endorsement_WFGY_PSBigBig_Score95.png)            |
| **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) | ![](scispace_reviews/SciSpace_Endorsement_SemanticRelativity_PSBigBig_Score93.png)        |
| **Semantic BioEnergy: Plants vs. Einstein**     | 94    | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_BioEnergy_Plants_vs_Einstein_v1.0_PSBigBig_Public.pdf) | ![](scispace_reviews/SciSpace_Endorsement_SemanticBioEnergy_PSBigBig_Score94.png)         |
| **Semantic Collapse in Quantum Measurement**    | 94    | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Field_Induced_Objective_Collapse_v1.0_PSBigBig_Public.pdf) | ![](scispace_reviews/SciSpace_Endorsement_SemanticCollapse_PSBigBig_Score94.png)          |
| **Semantic Field–Mediated Fifth Force**         | 93    | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Field_Fifth_Force_v1.0_PSBigBig_Public.pdf) | ![](scispace_reviews/SciSpace_Endorsement_SemanticFifthForce_PSBigBig_Score93.png)        |
| **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%27s_Principle_v1.0_PSBigBig_Public.pdf) | ![](scispace_reviews/SciSpace_Endorsement_SemanticEntropy_PSBigBig_Score94.png)           |
| **Semantic Holography & Causal Fields**         | 94    | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/Semantic_Holography_CausalFields_v1.0_PSBigBig_Public.pdf) | ![](scispace_reviews/SciSpace_Endorsement_SemanticHolography_PSBigBig_Score94.png)        |
| **Trinity of Light Hypothesis**                 | 91    | [📥 Download](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/papers/TrinityOfLight_Hypothesis_v1.0_PSBigBig_Public.pdf) | ![](scispace_reviews/SciSpace_Endorsement_TrinityOfLight_PSBigBig_Score91.png)            |
| **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) | ![](scispace_reviews/SciSpace_Endorsement_AsymmetricSelfConsistency_PSBigBig_Score93.png) |




## 📂 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.

> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [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).

<div align="center">

[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
&nbsp;
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
&nbsp;
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
&nbsp;
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
&nbsp;
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
&nbsp;
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
&nbsp;
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
&nbsp;
</div>