Hello :D
Firstly, I did say I wanted to update both object_record.py and get everything running. Done and done.

In object_record.py, the function “update()” would overwrite the history before saving it, thus creating just one history per object, which isn’t much when we need to know when and how objects have been moved. This is now fixed, while main.py was facing a circular importing error, which has now been sorted out too.

And here comes the fun part: Phone camera integration!
Originally, we were going to use a webcam for recording purposes. It will work fine on a desk but what about the other areas of the house? Well, there is always the phone! Simply go from room to room pointing it at the surroundings for 10 seconds.

Now the server has an additional WebSocket receiver listening at port 8001. Start by entering on phone, use the URL displayed to connect to the web server with your phone, and just the web browser, no special app required; use Safari or Chrome. It starts sending video feeds through Wi-Fi straight from your phone’s rear camera. Added a location label field so that each location gets labeled as you scan it. No longer will the results say “somewhere left of centre frame,” instead they’ll now read “kitchen”.

Switched from using YOLOv8 to YOLOv10. Main improvement with v10? None other than the complete removal of non-maximum suppression post-processing. No duplicates, even better for a system like ours which relies heavily on memory. Good trade-off.

Completed 28 tests, all successful. Memory layer is ready to go.

The thing powers up, retains data, you walk around your house, and you get answers. Basic functionality is there. Now, everything else is about polish.

More details soon.