Selfhosted
A place to share alternatives to popular online services that can be self-hosted without giving up privacy or locking you into a service you don't control.
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I don't know why your software or OS can not be updated.
According to the official instructions (https://github.com/mcguirepr89/BirdNET-Pi/wiki/Installation-Guide) is should just be a normal raspbian. Nothing on there says it needs a legacy version, but I may be overlooking something.
If you installed it some other way or did it long ago then maybe do the setup over again from scratch with the newest raspbian version? (Don't forget to backup any data you'd want to keep)
It took several attempts (with failures) to get it installed on the latest Raspian version, then after some digging I saw that the requirements said to use "An SD Card with the 64-bit version of RaspiOS installed (please use Bullseye)".
With Bullseye installed, BirdNetPi works just fine, but it is old and comes with old software.
Create a backup image from the working SD card. Write that backup image to a spare SD card and verify it works. Then try to do 'apt update' and see if anything breaks. If it breaks you got a spare SD card ready to go :)