Constitutional AI only becomes useful in practice when the constitution is wired into a synchronization system, not just a prompt wrapper.
Canon exists to monitor external frameworks, package evidence, and surface human-approved updates into the governance engine with minimal ambiguity.
That makes policy maintenance a disciplined engineering workflow instead of a recurring manual rewrite.
Key takeaways
- Runtime controls must be visible to operators.
- A constitutional layer should shape behavior before output is emitted.
- Enforcement logic should be auditable without post-hoc reconstruction.