The story is moving through laboratories, regulators, and procurement offices at the same time. What looks like a technical pilot is increasingly part of a larger public governance pattern.
Why it matters
The immediate change is practical, but the wider question is institutional: who can inspect automated systems, and who gets asked to trust them.
The next phase will be measured less by prototypes and more by public accountability.
What to watch
Look for the second-order effects: open standards, audit trails, local resistance, and the quieter compromises that determine whether the technology survives contact with daily life.
