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ToolNeuron is a privacy-first Android app that runs LLMs, vision models, and Stable Diffusion entirely on-device. Features include GGUF model support, RAG with document search, AI personas, tool calling, TTS/STT, and encrypted storage — zero cloud, zero subscriptions.