applied ml

CogniFlow

A local-first study companion that reads attention state from the webcam and adapts the session, and no frames ever leave the machine.

Entries

Experimental CogniFlow

CogniFlow started as a webcam focus tracker, but the score looked precise while measuring the wrong thing.

Published Aug 4, 2026 7 min read computer-vision, on-device, attention