What is Tai Chi? And is that how it's spelled?

That's a very pretty picture, very "umber", but it doesn't quite answer the question, what is T'ai Chi Ch'uan?

I've seen it in movies, read about it in books, and watched David Carradine do it in true 70's splendor (remember Kung Fu?), but it's not something I have ever experienced for myself.