Mirage
A 22 MB vision model with object detection, OCR, segmentation, decision and embedding.
Agents, voice and vision running locally on consumer hardware.
Demo
Try our models directly in your browser: tool calling with Needle 3, speech recognition with Whistle and vision with Mirage.
Capabilities
Our research that enables models to run on everyday devices, and fall back to the cloud only when needed.
We compress foundation models below two bits per weight with almost no quality loss, so large models fit in the memory of everyday devices.
Our smallest models run on budget phones, wearables, and Raspberry Pis. No GPU, no server, and no data leaving the device.
Our models report how confident they are with every answer. That score decides whether a request stays on the device or goes to the cloud.

“The Pebble Index Ring has no screen. So when you speak to it, the action just has to happen, every time, with or without internet connection. We run Cactus Needle locally in the app, instead of relying on the cloud. The model's footprint is tiny and the performance never lets us down.”