
A security detector boasting 93 percent accuracy against a known AI system suddenly plummets to a mere 49 percent when monitoring a different model, a performance drop so severe that it becomes less reliable than a coin toss. This is not a hypothetical scenario; it is the documented reality of securing modern development pipelines, where a diverse ecosystem of artificial










