Always-On Event Memory Core for Edge Devices

A tiny (~8.6K-parameter) unitary-recurrent memory module for battery-powered devices that exactly remembers discrete events — spoken commands, alarm codes, state changes — from a thousand steps back, where an LSTM needs 13x the parameters and still fails.