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RunAnywhere is building the infrastructure layer for on-device AI: a unified SDK that runs multimodal models locally on iOS and Android, with a control plane for managing model versions and routing policies. 10,100 GitHub stars in six months. Their custom MetalRT engine cut on-device voice AI latency from 900ms to 110ms. Here's how they did it and what it takes to replicate.