ByteBrief
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Gemma 4 E4B runs locally on a 16GB laptop with no internet connection. Google's model stores 8 billion total parameters but activates only 4.5 billion at a time, using per-layer embeddings for fast inference. It supports native vision and function calling, enabling offline transcription, document analysis, and tool execution through Obsidian and Ollama.
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