The ESP32-C6 chip does not provide over-discharge protection.
You need to use a dedicated battery protection circuit (many LiPo batteries include one), or a battery management IC like TP4056.
If you need more info about ESP32 low power modes, you can see here:
https://www.theengineeringprojects.com/2021/12/esp32-low-power-modes.html