You got me. I ask the obvious question: What's the "sophisticated" device?
ESP32-S3
I was making a joke, but it does look like they got their components from Seeed Studio based on photos.
https://assets.sfstandard.com/image/994911177489/image_k101c...
Apple HomeView
You can buy a voice recorder that will hold weeks of audio for tens of dollars.
Back of a TV is a decent hiding place. Wonder how they found it -was it actively transmitting?