Synapse Runtime exists to make on-device continual learning something you can leave running by making divergence structurally impossible, rather than hoping a retrain pipeline keeps up with the field.
It’s a working kernel that has been measured, not a research proposal: one architecture across a range of control tasks, live weight updates on real microcontroller hardware, and behavior that holds up when the plant changes underneath it.
The path from here is straightforward. Protect the IP, prove it in the field with partners, and put it where it gets built into things.
Developed by Logan Thompson.