I used the latest version in download. I have already fixed the issue.
Somehow FlashFXP didnot set up the job correctly in task scheduler.
Now I have to manually create a tasks with highest privilege, config the "start in" path. And it works fine since yesterday.
Although the job can't be find in FlashFXP anymore, at least it's working and I can control it.