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.

🧠 WFGY PDF on Zenodo(https://doi.org/10.5281/zenodo.15630969)
🔥 Prompt Revolution PDF on Zenodo(https://doi.org/10.5281/zenodo.15657016)
💻 SDK: https://github.com/onestardao/WFGY
📧 Contact: hello@onestardao.com

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📊 Endorsed Papers Summary

Title	Score	DOI	Review
WFGY《萬法歸一》	95	10.5281/zenodo.15630969
Semantic Relativity Theory	93	10.5281/zenodo.15630802
Semantic BioEnergy: Plants vs. Einstein	94	10.5281/zenodo.15630370
Semantic Collapse in Quantum Measurement	94	10.5281/zenodo.15630681
Semantic Field–Mediated Fifth Force	93	10.5281/zenodo.15630650
Semantic Entropy under Landauer's Principle	94	10.5281/zenodo.15630478
Semantic Holography & Causal Fields	94	10.5281/zenodo.15630163
Trinity of Light Hypothesis	91	10.5281/zenodo.15387617
Asymmetric Self-Consistency Hypothesis	93	10.5281/zenodo.15630260

📂 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

WFGY = 萬法歸一，是一場語義與真理的試煉。你願意成為挑戰者嗎？