$8 ish gets you an ESP32-S3 board with PSRAM, flash, and two USB-C ports. The PSRAM and flash are specifically used for this LLM project. I can't find anything like that with the RP2350 for $1.

Entirely fair, $1 is just the chip, not the board. No question the ESP32-S3 is incredibly good value.