Where the workflow shifted
OpenAI Agents SDK treats agents, tools, handoffs, guardrails, and tracing as core building blocks, which is a useful model for task-page boundaries.
If a page wants to capture agent-assisted traffic, it should state what can be handled automatically, what requires confirmation, when a human takes over, and how failures are recovered.
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 confirmation rules to core CTAs: automatic, human confirmation, human handoff, and alternate route when unavailable
- 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
A generic CTA makes agents guess about permission, input, and outcome. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.