As per reply #1.
It is actually relatively simple. The ESP8266 is programmed as a WiFi access point serving a Web page containing the buttons to implement the various functions. The phone simply accesses that page using WiFi.
There should be no shortage of code for this as ESP-01(s) relay modules are a popular item - I presently need to find such code to work from for a current project. 