What this prevents
Unreviewed model output becoming truth because it sounded useful.
Substrate treats knowledge as something that moves through gates. A source can inspire a claim, but the claim does not become durable until it is reviewed, bounded, and accepted by the right authority.
Raw material: transcript, issue, test result, document, incident, or external reference.
A specific statement extracted from the source, with scope and evidence boundary.
Human and/or model review checks evidence, wording, authority, dissent, and failure modes.
Only accepted claims enter durable governance state. Everything else remains working material.
Unreviewed model output becoming truth because it sounded useful.
Useful drafts, failed attempts, dissent, and lessons can remain visible without becoming canon.
This static demo does not prove the production system enforces these gates automatically.