In the value interconnection stage, resources on the Internet are measured by their value and credit attributes, playing a key role in information exchange and resource aggregation. More importantly, this stage is built on data sovereignty and determinism — data is governed by domain, tasks are executed across domains, and every collaboration is verifiable and attributable throughout. It is exactly this determinism that lets AI take on real production in a trustworthy, controllable and evolvable way, making business processes more automated, protecting privacy more effectively, and giving rise to a wealth of new applications and interaction models.