Scheduled AI workflows became easier to run and operate

AI Infra improved recurring workflow execution, session-to-use-case filtering, and integration reliability.

What changed

• Recurring executions have a clearer operating boundary.
• Session context can be associated with the intended use case.
• Integration reliability checks are easier to review during operations.

Why it matters

Teams can use time-based workflows with more confidence in the context and evidence behind each run.

Scope: Scheduled execution still needs a defined owner, failure handling, and approval for any action with external effects.