jev class of models have no generative decoder loop, have bounded outputs, utilize parallel inference, & have extreme compression/efficiency incentives. this makes them perfect to run on device (this will happen soon). at that point you can put judgment into basically every exis…↗
·@signulll·Sep 18, 2026·essay·bounded-output-model·on-device-inference·parallel-inference·ui-adaptation