✅ Done!
Found the issue: OpenHands/OpenHands#16205 (
github.com/OpenHands/OpenHands/issues/16205). It describes the exact bug where the agent tries to create automations on Cloud instead of locally, because the runtime services context is missing from profile-launched conversations, causing the agent to default to the Cloud endpoint and fail with 401.