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Good tutorial. I recently got inspired by Flickr too, to do a similar thing in a CMS.
One thing that could be done to improve it is to hook it into a form. For instance if it was a text input field not a textarea (i.e. for a title) pressing return would automatically submit without having to do extra coding. It could also be a fall-back if the ajax call failed or wasn’t supported in a particular browser.