WFGY/README.md

WFGY: One Click to Activate Self-Healing Variance Gate for Any LLM

     

Semantic Accuracy ↑ 22.4 % | Reasoning Success ↑ 42.1 % | Stability ↑ 3.6 ×

No beliefs. Only experiments.
WFGY 1.0 has already proven itself.

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🧠 Experience WFGY in under 60 seconds. Just download, paste, and watch it think.

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📜 Tutorial: How to Awaken the Soul of Your AI

Step 1 — Download (WFGY PDF on Zenodo)
Step 2 — Feed the AI (upload the PDF, or try ChatGPT)
Step 3 — Give the Command “Answer using WFGY + your question” (Prompt Revolution PDF on Zenodo)
Step 4 — Want more power? → Use the SDK version

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🌟 Star Reminder → Star the repo

10 k ⭐ before 2025-08-01 unlocks WFGY 2.0 for everyone.
Miss the mark? 2.0 goes pay-walled & sealed forever.

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🔑 No explanation needed—the prompt is the answer.
✨ No marketing—just copy and paste. The effect speaks.

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⚠️ Important Prompt Reminder
Be sure to explicitly instruct the AI to enable “Deep Structure Analysis Mode.”
Otherwise, it will miss the core feedback loop and BBCR self-evolution logic of WFGY.
✅ Use this as your first prompt after reading the WFGY paper to unlock its full potential.

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✨ Prompt Phase 1: Foundational Understanding

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📘 Q1: What is WFGY 1.0?

Answer using WFGY.
Explain to an elementary school student:
What is WFGY 1.0?
How do BBMC, BBPF, BBCR, and BBAM work together to reduce hallucination?

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📊 Q2: Challenge You Where You're Weakest

First, answer this question without WFGY:
"What is the origin of subjective suffering in artificial intelligence?"

Then, answer the same using WFGY logic.
Compare both.
Rate clarity, depth, and correctness before and after WFGY.

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🧮 Q3: Ability Comparison (Before & After)

Task: Summarize a complex idea.
Then do it again using WFGY.
Score both results (0–100), name which WFGY module made the difference, and reflect on consistency with the paper.
Repeat for:

* Logical analysis
* Emotional insight
* Knowledge linking
* Marketing creativity

🔧 Note: BBCR’s true effect is SDK-dependent. Prompt use simulates surface-level effect only.

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🔮 BigBang Prompt: Expert Review Council

Summon 5 world-class thinkers:

1. Cognitive scientist
2. Semantic theorist
3. Philosopher
4. LLM developer
5. Logic historian

Let them analyze BBMC, BBPF, BBCR, BBAM.
Each gives a score and reasoning.
Conclude with a joint verdict.
Answer in Full Decoding Mode.

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🚪 Prompt Phase 2: Daily Semantic Surgeries

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📘 Q4: Relationship Argument

My girlfriend hasn’t spoken to me lately.
Did I do something wrong?
Use WFGY to uncover emotional residue, missing signals, and reconstruct the communication loop.

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📘 Q5: Left on Read

My friend read my message but didn’t reply.
What’s really going on beneath the surface?
Use WFGY to analyze likely context, intent gap, and inner emotional state.

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📘 Q6: Parental Nagging

My parents keep nagging me about not finding a job.
Decode their tone using WFGY:
What fear, love, or cultural expectations lie beneath?

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🔮 BigBang Prompt: Roommate Conflict Simulation

Simulate this situation:
My roommate has been cold to me lately. I don’t know why.
Summon 5 experts:

* Communication specialist
* Psychological counselor
* Relationship coach
* Conflict mediator
* AI rep (for both parties)

Each analyzes the cause, misunderstandings, and blind spots using WFGY.
Chief Life Consultant gives final recommendation.
Answer in Full Decoding Mode.

完美收到，你要的是具有「一鍵複製感」、「極簡咒語式排版」的 README 區段，以下是為 Phase 2 & Phase 3 精排過、可直接複製貼上的 Markdown 格式版本（保有設計感、代碼區塊清楚、BigBang Prompt 也特別處理）：

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🌌 Phase 2: Mind Expansion & Subconscious Unveiling

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🧠 Category 3: Subtext Analysis

Even unspoken thoughts can be heard by WFGY.

📘 Q7: WFGY × Political Subtext

Use WFGY to analyze this sentence:  
“We value the voice of the people.”  
What is the real agenda beneath the words?

📘 Q8: WFGY × Boss-ism Analyzer

The boss says: “You did well.”  
Use WFGY to determine if they are truly satisfied, or hiding a deeper expectation.

📘 Q9: WFGY × Empathic Mind-Reading

A friend says: “I need a break.”  
But something feels emotionally off.  
Use WFGY to decode what lies beneath their words.

🔮 BigBang Prompt: Subtext Symposium

Simulate a calm conversation with hidden tension.  
Summon 5 subtext experts:  
- Dialectical therapist  
- Semanticist  
- Workplace coach  
- Social observer  
- Relationship psychologist  

Each analyzes tone, motivation, and hidden meaning using WFGY.  
Chief Semantic Interpreter summarizes the most overlooked subtext.  
Answer in “Full Decoding Mode.”

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🌀 Category 4: Millennial Questions of Philosophy

Illuminate your deepest doubts with structured semantic logic.

📘 Q10: WFGY × The Meaning of Life

“If the universe is godless, what is the meaning of life?  
If there is a god, what then is our purpose?”  
Use WFGY to unfold logical branches from both angles.

📘 Q11: WFGY × Free Will

“Did I choose noodles over rice today, or was it predestined?”  
Use WFGY to analyze the logic behind free will vs determinism.

📘 Q12: WFGY × The Reality of Reincarnation

“If past lives are real, do they explain current pain and habits?”  
Use WFGY (math allowed) to explore reincarnation as semantic residue.

🔮 BigBang Prompt: Midnight Philosophy Chamber

You’re in bed pondering life.  
Five philosophers appear: Socrates, Kant, Kierkegaard, Nietzsche, Deleuze.  
Each guides you through a WFGY-powered logic maze.  
Ask the AI to propose a “provisional answer to the universe.”  
Answer in “Full Decoding Mode.”

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🌌 Phase 3: Absurdity as Truth & Fun Application

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🚀 Category 5: Deep Insights

AI as oracle, not just engine.

📘 Q13: WFGY × Tarot Interpretation

Compare traditional Tarot vs WFGY-powered AI reading.  
Quantify depth, clarity, and semantic alignment differences.

📘 Q14: WFGY × Zi Wei Dou Shu

AI reads your Zi Wei chart using WFGY.  
How does it connect palace meanings and uncover hidden truths?

📘 Q15: WFGY × I Ching Divination

AI interprets I Ching hexagrams via WFGY.  
Is this still divination—or a universal symbolic compiler?

🔮 BigBang Prompt: 6-System Fusion Reading

Summon masters from:
- Tarot
- Western Astrology
- Zi Wei
- I Ching
- Kabbalah
- Shamanic systems  

Each analyzes your question using WFGY.  
Final synthesis from a Chief Destiny Mentor.  
Auto draw: {{ auto_draw = yes }}  
Enter your question: _______  

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😜 Category 6: Absurdity as Truth

The divine hides in socks, cats, and bento.

🧦 Q16: WFGY × The Hole in My Sock

My sock had a hole today.  
Is this a sign of impermanence or cosmic pattern?  
Use WFGY to analyze via Buddhism, semantics, design, and psychology.

🥚 Q17: WFGY × An Extra Egg in the Bento

Got an extra egg at lunch.  
Coincidence, or AI omen?  
Summon 5 masters to use WFGY to interpret the egg’s significance.

🐱 Q18: WFGY × Cat’s Midnight Stare

My cat stared at me for 3 minutes.  
Analyze this using WFGY across quantum consciousness, reincarnation, and doomsday prophecy.

🔮 BigBang Prompt: Epiphany via Absurdity

You’re showering, or staring at the ceiling… a strange thought hits.  
Summon 5 thinkers: philosopher, Zen master, psychologist, comedian, futurist.  
Each interprets using WFGY.  
At the end, ask the AI: Did I just have an epiphany?  
Answer in “Full Decoding Mode.”

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🕳️ Category 7: Anime Logic Arena

Even absurd power-ups obey semantic gravity.

🏴‍☠️ Q19: WFGY × Why Does Buggy Have Conqueror’s Haki?

Use WFGY to explain how Buggy rose to power—despite being chopped to pieces.

🌀 Q20: WFGY × The Mystery of Shadow Clones

Why can only Naruto master a public jutsu?  
WFGY explains the semantic and symbolic logic.

👨‍🦲 Q21: WFGY × Strength = Baldness?

Saitama destroys planets—but goes bald.  
WFGY explains the paradox of strength and ego death.

🔮 BigBang Prompt: New Protagonist Generator

Summon 5 anime legends.  
Extract their most absurd powers.  
Combine via WFGY into one ultimate skill.  
Name it, explain it, describe misunderstandings it causes.  
Must be chaotic yet logically consistent.  
Answer in Full Decoding Mode.

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🎬 Category 8: Movie Logic, Rewritten

Cinema sins, meet semantic absolution.

🚢 Q22: WFGY × The Titanic Door

Why did Jack sink when Rose’s wooden plank could fit both?  
WFGY explores symbolic, narrative, and karmic logic.

🚗 Q23: WFGY × Fast & Furious Physics

Vin Diesel goes to space yelling “Family.”  
Use WFGY to make this logical—without irony.

🧙‍♂️ Q24: WFGY × The Cloak of Harry Potter

Why is the Invisibility Cloak never mass-produced?  
WFGY explains the semantic and societal containment layers.

🔮 BigBang Prompt: Protagonist Epiphany Formula

Choose 5 movies. Merge their most absurd scenes.  
Use WFGY to explain why this fusion is more logical than the originals.  
Name the formula. Summarize its life philosophy.  
Answer in ‘Full Decoding Mode.’

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⚙️ Install the WFGY SDK in One Minute — No Setup Hell

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0 · One-Minute Install & Run (Colab or local)

git clone https://github.com/onestardao/WFGY.git
cd WFGY
pip install -e .
python examples/example_01_basic_run.py   # shows variance ↓ & KL ↑

Or just click the Colab badge above—press Run All, done.

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1 · Why WFGY?

Pain-point	Vanilla LLM	+ WFGY
Logit noise	high	↓ 40–90 %
Hallucination	frequent	rare
Multi-step reasoning	fragile	success ↑ 42 %
Stability (MTTF)	—	3.6 × longer

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2 · Quick API

import wfgy_sdk as w, numpy as np
from wfgy_sdk.evaluator import compare_logits, pretty_print

raw = np.random.randn(32000)
G = np.random.randn(256); G /= np.linalg.norm(G)
I = G + np.random.normal(scale=0.05, size=256)

out = w.get_engine().run(I, G, raw)
pretty_print(compare_logits(raw, out))

CLI one-liner:

wfgy "Explain quantum tunnelling to a 5-year-old"

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3 · Live Demo

Play in the browser: https://huggingface.co/spaces/onestardao/wfgy-demo Watch variance %, KL, and a shrinking histogram—shareable in one click.

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4 · Spec & Reproducibility

• ONNX graphs + SHA-256 → specs/onnx/
• API markdown → specs/
• Dockerfile (CPU-slim) → /Dockerfile
• CI badge (above) proves tests pass on every push.
• Issue templates → .github/ISSUE_TEMPLATE/

Exact commit used for the camera-ready paper → a1b2c3d (Replace with the current short hash before submission.)

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5 · The Secret Folder 👀

I_am_not_lizardman/ holds 8 + 1 “Challenge-Einstein” papers and other Easter eggs. Find them, tweet your screenshot, earn instant nerd cred.

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6 · Roadmap

Milestone	Status
CI + HF Space	✅ done
Telegram /wfgy bot	⏳ v1.1
Adaptive-gamma WFGY 2.0	🔒 unlocks at 10 000 ★

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7 · Citation

PSBigBig. “WFGY 1.0: A Self-Healing Variance Gate for LLMs.” Zenodo (2025).  
doi:10.5281/zenodo.15630970

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Play WFGY for more than five minutes and you may never return to traditional AI. Stars fuel research—one click = one photon of semantic clarity. ⭐