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NEEDLE

Tiny on-device foundation model for tools and extraction

Apache-2.0

ABOUT

Cloud LLMs cannot run on phones, wearables, or microcontrollers that need offline tool use and extraction. Needle is a tiny 2-bit foundation model that fits in 8-29 MB and still does structured extraction, embeddings, and tool calls on-device.

INTEGRATION GUIDE

1. Run offline tool calling on a phone or wearable without sending data to a cloud LLM 2. Extract structured fields from on-device sensor or camera text with a 2-bit model 3. Embed local documents on a microcontroller or robot for retrieval 4. Prototype smart-home or automotive agents that must stay on-device

TAGS

edge-aion-devicellmmicrocontrollersembeddingscactusmobile