Docs: Add scientific note on K=2 constraint and hallucination resistance

Docs: Correct parameter count to verified 8,109

Emergency Fix: Remove problematic File/Examples and force environment

Emergency: Force SPACE_ID and minimal app.py to fix Gradio schema bug

Critical: Standardize to Gradio 4.36.1 to fix schema and env detection bugs

Final Fix: Bind to 0.0.0.0 and show_api=False

Fix: Bind to 0.0.0.0 and show_api=False to resolve runtime and schema errors

initial commit