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Cactus Needle 3

8-29MB automation models can match DeepSeek V4 Flash. A foundation model for mobile, wearables, robots, smart home, automotive and microcontrollers. One 8-29 MB binary that beats models 10x its size on mobile tool calls and matches 2-3x bigger models on extraction. We submitted Needle 2 here a few weeks ago, and the feedback in the discussion thread was incredibly valuable, thanks!

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  1. Needle

    github.com

    We Distilled Gemini Tool Calling into a 26M Model

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  2. I shrank DeepSeek V4 Flash to 57GB and it wrote a compiler on my Mac

    huggingface.co

    Text Generation model. Download, explore files and run it on Hugging Face.

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  3. Warp

    github.com

    Run DeepSeek v4.1 Flash with 5 GB of RAM at 3.77 tok/s

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  4. Cactus

    github.com

    Ollama for Smartphones

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  5. 80% faster

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    50% less memory, 0% loss of accuracy Llama finetuning

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