AI gets interesting when physics gets involved. We saw this clearly in bandwidth-constrained blockchain systems, where consensus and finality were ultimately bounded by network topology and data movement, not code. Inference workloads tied to the physical world hit the same limits. When that happens, placement and bandwidth become first-order design choices.