WFGY SDK · Self-Healing Variance Gate for Any LLM

Turn any model—even GPT-2—into a variance-tamed, hallucination-resistant thinker in 5 minutes.

![HF Space](https://img.shields.io/badge/Live Demo-HuggingFace-blue?logo=huggingface)

Goal → 10 000 ★ before July 1 unlocks WFGY 2.0 for everyone.
Miss the mark? 2.0 goes pay-walled & sealed forever.

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.

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

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"

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.

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.)

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.

6 · Roadmap

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

7 · Citation

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

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. ⭐


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