Yep, I'd highly recommend using a Reserved/Static IP via your router on any of those devices you access from another PC. If you hard code your device, and don't reserve it on the router, you could end up with an IP conflict.
So if your device is wonky with keeping an IP even after you've reserved it on the router, only then would I suggest entering in that reserved IP on the device.