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in Fruit & veg
You can - there's even this YouTube video telling you how:
http://www.ehow.com/video_6533958_plant-asparagus-container-garden.html
The compost she's talking about is just a fibrous compost, and I'd be inclined to use a bigger pot than she is doing.