It definitely has something to do with my mobile devices being on the same 2.4 ghz network as the Rachio and then when I leave my home something causes it to go offline.
All has been well but after I did an update to my cellular Apple Watch it reconnected to my 2.4 ghz network and then when I left home it caused the rachio to go offline requiring holding down its WiFi button.