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Needle: We Distilled Gemini Tool Calling Into a 26M Model

Via r/LocalLlama
Tuesday, May 12, 2026 ยท 5:56PM
Summary

We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led t

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