chore: professionalize branding

UX: Redirected to the verified, high-availability demo space.

UX: Added Direct Demo Link for guaranteed accessibility.

SEO/UX: Added direct link to the Live Demo Space.

URGENT FIX: Final reconstruction of README and corrupted chapters

Link Fix: Unified documentation URL format across all platforms

MEGA-EXPANSION: Integrated deep technical chapters from GitBook

Visual Renovation: Add banner and status badges to Model Card

ULTIMATE RESTORATION: Fixed all encoding artifacts and path 404s globally.

FINAL FIX: Complete reconstruction of Model Card content

Fix encoding and restore authoritative Model Card

Full Repository Mirror: V1.0.0 Stable Release

Link official benchmark dataset to model card

Final comprehensive Model Card update