Qualcomm and PrismML demonstrated a 2-billion-parameter 1-bit quantized Bonsai vision model on Snapdragon AR1 Gen 1 smart glasses at the 2026 Snapdragon Summit. The model enables offline image recognition and Q&A while using only a quarter of the memory of 4-bit models and doubling token generation speed. This optimization reduces power consumption and heat, extending battery life and improving wearability for AI glasses without cloud connectivity.