Micropython firmware
You can download the firmware for ESP32-S3 the firmware for ESP32-S3 on the MicroPython official website).
Click the link and you are met with various download links.
Choose a .bin file and download it to your PC.
Notice the date marked on each firmware file, later versions provide newer features.