Your monitoring stack can be immaculate and your business can still be in trouble. We walk through the green dashboard paradox: an embedded autonomous AI agent issues a massive, unapproved customer credit, every API call is authenticated, every system returns success, and yet the executive team is left staring at perfect telemetry with no usable explanation. That is the new enterprise AI risk, not broken software but software behaving exactly as designed while making a decision your organization never meant to authorize.