You can’t debug your way out of bad inputs. If your agent is hallucinating context, mis-scheduling meetings, or misreading emails, the issue isn’t the model. It’s the inconsistent data behind it. Normalize the layer, and your agent instantly gets smarter without changing a single parameter.