The 20+ hours/week claim is compelling, but I'm curious about the failure modes. When OpenClaw handles sponsor negotiations or invoice generation autonomously, what does the error recovery look like? In my experience, the operational overhead shifts from doing the task to reviewing the agent's output — which can eat into those reclaimed hours if the trust boundary isn't calibrated carefully.