Even ESP32, the quintessential "punches above its weight" MCU, only packs 520KB of RAM by default. At the time of its release, that was a shitton of RAM for an MCU to have!

If you ship MCUs with 16MB of RAM routinely, you're either working with graphics or are actually insane.