Cactus-compute introduced Needle, an automation foundation model tailored for tiny devices, featuring 2-bit precision and a footprint of 8–29 MB. Needle supports tool calls, structured extraction, and embedding generation across phones, wearables, smart homes, robots, cars, and microcontrollers.