Mapbox has released version 0.12.0 of its Vision SDK, which offers developers the ability to select between two machine learning models tailored for different devices. One model is optimized for performance on low-power chipsets, while the other is designed for high-quality output on more sophisticated embedded systems. Both models share the same development process, but the quality model operates at double the resolution, resulting in twice the pixels per frame. However, this increased resolution also leads to a higher computational load, aligning with the principle that processing more pixels typically requires more computing power. This update allows developers to make strategic decisions based on the processing capabilities of their target devices, such as opting for performance models to achieve higher frames per second on lower-end chipsets or utilizing quality models for enhanced output on devices with stronger processors.