upgrade dependencies version especially for gradio

add project header

update app knowledge base integration

update readme

update Gradio version to 6.3.0 in readme yml config to match requirements.txt

Fix short_description length

Add HuggingFace Space metadata

update README.md to enhance clarity and structure, emphasizing the principles of context engineering and providing detailed usage instructions for the visualizer

add readme file explanation