Research & Build

The foundations, in the open.

Finite builds private, on-device technology that lets products keep their promises about privacy without giving up capability. We open the foundational pieces so other builders can use them — and so the work stands on its own merits.


finite-extract

On-device structured extraction for Apple platforms

Live · MIT-licensed

finite-extract turns unstructured notes into clean, typed data entirely on device — no network, no cloud. A small fine-tuned language model runs through MLX on Apple Silicon, fronted by a discriminative entity-typing pass and a deterministic assembly stage, so the result is fast, private, and predictable. Useful anywhere an app needs to read free-form text and get back structured records without sending a user's words off the device.

Powers on-device extraction in Pocket Extrovert.

More foundational pieces are on the way.