Where the workflow shifted
OpenAI Agents SDK treats handoffs, guardrails, and tracing as agent building blocks, which is a useful model for onboarding boundaries.
AI tools can split onboarding into automatic explanation, information collection, draft configuration, confirmation request, human handoff, and retained records.
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
- Mark each onboarding step as automatic, confirmation-required, human-owned, or recorded for later review
- 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
Without handoff boundaries, an assistant may treat an unconfirmed setup or integration as complete. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.