I believe the only way to currently get around this is to not directly use Art Direction but replicate that functionality yourself.
There are a few pages that talk you through doing that:
- http://digwp.com/2010/02/custom-css-per-post/
- http://wordpress.org/support/topic/plugin-art-direction-conflict-with-wp-super-cache
Hope that helps!
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