You can use flash with jQuery. Welcome intro is done with flash and the image sliders are with jQuery!!
I would probably recommend against using Flash if at all possible and just stick to HTML, CSS and jQuery. Most things Flash is used for on the web can now be achieved without it, and it's best to avoid the use of Flash if possible.