Here is how it went: I paused a task, resumed it after a while and then entered the app while the task was running. The task then reseted its timer to the number it had at the point of pausing it.
Similar thing: entering the app during the task runnig causes it to cancel the task and reseting its timer
This was just fixed and pushed to Beta. It will be in production very soon!