By default, starting a Controller creates a new table (with a UUID). If you want each Hub session to keep adding to the same table, add this line to your ipcontroller-config.py
:
c.SQLiteDB.table = 'ipython-tasks' # or any other value
With that change, every subsequent Hub session will build on the same task history. IPython 2.0 will make this the default behavior.