Where the workflow shifted
Agentic app experiences, tool calls, structured output, and app actions point to task-specific automation rather than unrestricted autonomy.
If an AI product sends messages, edits orders, updates inventory, or submits forms, action boundaries and confirmation steps need to become product design.
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
- List five frequent actions and define input fields, confirmation, undo, and failure messaging for each
- 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 action boundaries turn productivity into operational risk. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.