Error 1309. Error Reading from File - After failed SCCM app deployment and trying to install manually

I tried to deploy an application and it failed. Due to not having time to troubleshoot the issue, I tried to manually install the application from the PC. When I do that, I get the following message.
Error 1309. Error reading from file:....Verify that that file exists and that you can access it.
It does this for all the computers that the SCCM application deployment failed on.
Any suggestion?