StayX / Insights / AI Systems
The architecture around the model. Runtimes, memory, tool interfaces, coordination and control, and the parts that determine whether raw capability becomes useful.
Most agent failures inside real operations are not reasoning failures. They are failures to hold the state of the work: what has been decided, what is still true, and what the system is allowed to do next.