You can save this script as idevice_panic_analyzer.py and run it in a terminal.
If you open one, you will be greeted with something resembling the Matrix: iphone idevice panic log analyzer high quality
The analyzer parses the "PanicString" at the top of the log to suggest a hardware culprit. You can save this script as idevice_panic_analyzer
python panic_analyzer.py Panic-full-2024-03-15-123456.ips a software timeout
: Found at the top of the file, this is the most direct clue to the crash cause. It may describe a missing sensor, a software timeout, or a hardware communication failure.