Can you remember when you first heard about communities of practice? I wish I could. I know I've had Etienne Wenger & Co's book "Cultivating Communities of Practice" on my shelf for a long time. I may have "borrowed" it from my Mum. (Thanks Mum).
So... first up, commit to heart the key statements of the Agile Manifesto.