The advantages are that it given much better compression with much higher quality than normal .jpg. As others have posted, it even gives better compression than PNG for lossless (i.e. no loss in quality at all) because it uses an algorithm specifically designed for images, while PNG uses a general-purpose algorithm.
The disadvantages, as you've seen, is that almost nothing supports it yet... which is a shame, really.