Is there a planned successor to this program?
Yes, currently being worked on.
Has there been an announced application process for post-2012 new gTLDs?
No, as the various works needed are not finished.
Will TLD applications become available on an ongoing basis?
That was the plan initially (the 2012 round being considered just as a first test), but I ...