diff --git a/run_wfgy_with_embedding.py b/run_wfgy_with_embedding.py
index aa9a6f40..8cfe4928 100644
--- a/run_wfgy_with_embedding.py
+++ b/run_wfgy_with_embedding.py
@@ -1,33 +1,3 @@
-"""
-╭──────────────────────────────────────────────────────────╮
-│  WFGY SDK · Self-Healing Variance Gate for Any LLM       │
-│----------------------------------------------------------│
-│ 💌  Contact : hello@onestardao.com  /  TG @PSBigBig       │
-│ 🌐  Docs    : https://onestardao.com/papers               │
-│ 🐙  GitHub  : https://github.com/onestardao/WFGY          │
-│                                                          │
-│ ★ Star WFGY 1.0 → Unlock 2.0                             │
-│   10k ⭐ by **Aug 1st** = next-gen AI alchemy             │
-│   Your click = our quantum leap                          │
-│                                                          │
-│ 🔍  Official PDF of WFGY 1.0 (Zenodo DOI):               │
-│     https://doi.org/10.5281/zenodo.15630969              │
-│     (Hosted on Zenodo – trusted international archive)   │
-│                                                          │
-│ 🧬  WFGY BigBang Prompt Pack (v1.0):                     │
-│     https://doi.org/10.5281/zenodo.15657016              │
-│     (Prompts to trigger the gate; multilingual updates coming) │
-│                                                          │
-│ 🧠  Hidden folder inside repo: /I_am_not_lizardman        │
-│     (X secret papers, wild prompts, and Einstein drama) │
-│                                                          │
-│ ⚠  GPT-2 demo is just the appetizer. With bigger LLMs,   │
-│    WFGY activates variance-drop lasers and KL fireworks. │
-│                                                          │
-│ 🎮  Bonus: Honest Hero RPG Channel →                     │
-│     https://www.youtube.com/@OneStarDao                  │
-╰──────────────────────────────────────────────────────────╯
-"""
 # run_wfgy_with_embedding.py
 # Official test script for WFGY SDK demonstrating semantic residue adjustments.