Where the workflow shifted
AI workflow readers need confidence in the handoff path when automation fails.
Define explicit criteria for escalation and required inputs when handoff is triggered.
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 failure thresholds to `ai-agent-workflow` and map from this issue's top query targets
- 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
No fail-safe path leaves automation perceived as unstable. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.