Kay here, co-founder of HelloTwin - thank you for the precise placement of our work in this architecture. One thought to add to your accountability section: in the SME market, there’s no risk team or analyst sitting between the AI and the owner making the call. So governance can’t be wrapped around the product, it has to be the product. Deterministic resolution, audit trails, reproducibility: not features, the foundation. Rare to see the counterarguments taken as seriously as the thesis. That’s why this series stands out.