well, we find a material difference when using defined inputs to constrain and optimize agent responses. For example, there are some things that a generic ai couldn't do well out of the box, but is essential to long term household stability: constant monitoring, financial synchronization, and deterministic calculators and data retrieval subsystems. mostly, memory, of users' decision points and financial history. memories are built over time and far outlive a generic AI's chat context.