This also involved massively over-engineering a solution in order to play with a shiny new gadget (and avoid the in laws at Christmas, obviously)
I've shared some learnings on AI coding with embedded devices, and how I approached the product design/hardware selection side of things.
The Web App is at https://screenie.org - and I'm Open Sourcing the device and web app code later today (links to follow on that site)