WFGY/I_am_not_lizardman

🧠 WFGY Research Endorsements (WFGY Dataset – Version 1.0 – Initial Public Release)

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⚖️ Research Status Notice

All papers listed below are original works authored by PSBigBig.

They are experimental, exploratory research documents and have not undergone formal academic peer review unless explicitly stated within the individual paper.

While the mathematical structures presented are internally self-consistent within their defined assumptions and symbolic systems, no claim is made that these works establish new physical laws, overturn existing scientific consensus, or provide experimentally confirmed results.

Any AI-based review scores, screenshots, or evaluations included in this repository are automated assessments and do not constitute formal academic validation.

These documents are provided as open research materials for independent reading, critique, and verification.

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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	93	📥 Download
Semantic Collapse in Quantum Measurement	92	📥 Download
Semantic Field–Mediated Fifth Force	91	📥 Download
Semantic Entropy under Landauer's Principle	94	📥 Download
Semantic Holography & Causal Fields	93	📥 Download
Trinity of Light Hypothesis	92	📥 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

Layer	Page	What it’s for
Proof	WFGY Recognition Map	External citations, integrations, and ecosystem proof
Engine	WFGY 1.0	Original PDF based tension engine
Engine	WFGY 2.0	Production tension kernel and math engine for RAG and agents
Engine	WFGY 3.0	TXT based Singularity tension engine, 131 S class set
Map	Problem Map 1.0	Flagship 16 problem RAG failure checklist and fix map
Map	Problem Map 2.0	RAG focused recovery pipeline
Map	Problem Map 3.0	Global Debug Card, image as a debug protocol layer
Map	Semantic Clinic	Symptom to family to exact fix
Map	Grandma’s Clinic	Plain language stories mapped to Problem Map 1.0
Onboarding	Starter Village	Guided tour for newcomers
App	TXT OS	TXT semantic OS, fast boot
App	Blah Blah Blah	Abstract and paradox Q and A built on TXT OS
App	Blur Blur Blur	Text to image with semantic control
App	Blow Blow Blow	Reasoning game engine and memory demo

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