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"""
╭──────────────────────────────────────────────────────────╮
│ 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 # run_wfgy_with_embedding.py
# Official test script for WFGY SDK demonstrating semantic residue adjustments. # Official test script for WFGY SDK demonstrating semantic residue adjustments.