Gemma 3n E4B runs efficiently on-device by using a selective parameter activation approach — not all 4 billion parameters fire for every token, keeping memory and compute lean. It handles both text and images with a practical, no-frills style suited to constrained environments. The trade-off is that its reasoning depth reflects its compact footprint.