Make a checklist in advance for all the items which you would be carrying during the bus journey. Check this list prior to leaving your home to make sure that you have not missed any item.
Keep one bag under your leg space for better safety.
Try to book your seat location in advance through online booking. This will give you the flexibility of getting the seat of your own choice.