Where the workflow shifted
Knowledge without versions can create inconsistent AI answers when policies change.
In AI-assisted support, stale context is one of the most frequent causes of bad outputs.
Tool names are not outcomes
The signal matters when it changes how a team ships, reviews, or recovers work, not when it only names another tool.
Check permissions and failure
- Attach version, editor, and scope tags to every policy change
- Keep the test narrow: one low-risk task or tool entry before connecting permissions, logs, failure handling, and human takeover to production
What still needs proof
Unversioned docs increase answer inconsistency and user complaints. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.