After setting “schedule” in KASTA app, what will happen if I turn off my phone, or if I take my phone out? Will the “schedule” keep working?

Once you have setup a schedule, all schedule settings will be stored into the corresponding devices or cloud.
The schedule will run automatically. However, if there is any power outage, the time setting of devices would be cleared, so you have to re-enable schedule in KASTA app.