WFGY/I_am_not_lizardman

🧠 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
Semantic Relativity Theory	93	📥 Download
Semantic BioEnergy: Plants vs. Einstein	94	📥 Download
Semantic Collapse in Quantum Measurement	94	📥 Download
Semantic Field–Mediated Fifth Force	93	📥 Download
Semantic Entropy under Landauer's Principle	94	📥 Download
Semantic Holography & Causal Fields	94	📥 Download
Trinity of Light Hypothesis	91	📥 Download
Asymmetric Self-Consistency Hypothesis	93	📥 Download

📂 Folder Structure (Version 1.0 – Initial Public Release)

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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

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📘 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)

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🧠 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.

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🎮 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

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🔗 All Links

• 📚 All papers: https://onestardao.com/papers
• 🧪 Endorsements: scispace_reviews/
• 💻 GitHub SDK: https://github.com/onestardao/WFGY
• 📧 Contact: hello@onestardao.com

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🧭 Explore More

Module	Description	Link
WFGY Core	WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack	View →
Problem Map 1.0	Initial 16-mode diagnostic and symbolic fix framework	View →
Problem Map 2.0	RAG-focused failure tree, modular fixes, and pipelines	View →
Semantic Clinic Index	Expanded failure catalog: prompt injection, memory bugs, logic drift	View →
Semantic Blueprint	Layer-based symbolic reasoning & semantic modulations	View →
Benchmark vs GPT-5	Stress test GPT-5 with full WFGY reasoning suite	View →
🧙‍♂️ Starter Village 🏡	New here? Lost in symbols? Click here and let the wizard guide you through	Start →

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👑 Early Stargazers: See the Hall of Fame —
Engineers, hackers, and open source builders who supported WFGY from day one.

⭐ WFGY Engine 2.0 is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the Unlock Board.