Fix: Remove duplicate demo.launch() and syntax errors

Redesign UI: Add comprehensive educational content explaining CUDA concepts, problems, and solutions for naive users

Add @spaces.GPU decorator for HF Spaces GPU support

Switch to Gradio for HF Spaces compatibility

Fix Streamlit app - use error handling and defer computations

Deploy GPU-powered CUDA demo with real-time benchmarks