The Arrowhead Project is a military experiment performed in Shaymore, apparently intended to create a trans-dimensional window with which to peer through into other dimensions. The project's insignia, which can be seen on the uniforms of white-suited personnel in the film's ending, is a stylized black knight on a horse climbing a lightning bolt.
Though it was never made certain in either the novella or the finished film whether or not the Arrowhead Project truly was what released the Mist and the creatures in it into our universe, the original script for the film included a prologue scene. In it, the scientists and military at the Arrowhead Project base successfully opened a portal to another dimension inside a tank.
However, lightning from the Storm struck the base, causing the portal to begin to expand and the Mist and the creatures began to pour through. Despite the Arrowhead Project personnel's attempts to close the portal, the creatures broke out of the tank which the portal was contained in, allowing the Mist to flood into the base and then presumably begin to spread across the country.