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brew update
brew install autoconf automake libtool
brew link autoconf automake libtool
Now run $NUPIC/build.sh
There's an effort to enable building as an XCode project. TODO: Convert email thread below into this wiki page
http://lists.numenta.org/pipermail/nupic_lists.numenta.org/2013-August/000789.html