Where the workflow shifted
Readers trust a workflow when failure transfer is predictable: when AI cannot answer, the path to a human is explicit.
Pair each high-intent automation scenario with a clear handoff contract and context transfer list.
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
- Add handoff thresholds and explicit “handoff now” criteria in supporting pages
- 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
Unclear transfer points make automation feel unsafe for decision making. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.