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Nolen Jonker tested sub-4B local LLMs and kept only three: Google's Gemma 4 E2B, Alibaba's Qwen 3.5 small series, and Qwen 2.5 Coder 3B Instruct. Gemma 4 E2B runs on phones and Chromebooks with 128K context and multimodal input. Qwen 3.5 offers 262K native context and tool calling. Qwen 2.5 Coder handles 92 programming languages at 1.9GB.
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