Will iPad support audio and video without limitation in Adobe Reader (just like on a laptop)?
Moved to Adobe Reader for iOS.
No. I have read that GoodReader does, but I have not verified that to be the case.
Adobe doesn't usually pre-announce new features.
Currently Reader doesn't support multimedia. PDF Expert does:
Finding the Best Tablet PDF Reader