It is a delivery system, not a model feature
A capable model may write or explain code, but autonomous engineering also needs to decide which work is ready, who owns it, what code state it targets and which evidence permits progress.
A control plane makes those decisions durable and inspectable. The worker can change without changing the project authority.
- Specification and architecture
- Bounded implementation
- Deterministic evidence
- Independent review
- Controlled integration
