feat: Update the Quick Start Examples

fix: Import .md

# ⚡ Model Registry Optimization (Fast Mode)

Release v1.0.0: Hybrid AI Architecture, Modern UI Overhaul, and Performance Optimizations

feat: Optimize UI/UX

feat: Complete UI/UX redesign and fix critical workflow bugs

Refactor Step 3: Fix threading context loss, enable real-time streaming, and optimize UI/UX flow.

Fix: fixed state reset bug and enforce sticky horizontal header layout

Feat: Add Home Button

Ref: Refactor architecture to decouple UI from logic, implement server-side session persistence for agents, and restore full map/metrics visualizations.

ADD: support GEMINI API

buildup gradio app

rebuild app.py