The Physics of Boundaries: Navigating AI Sycophancy and Crawler State

I built this methodology by treating software infrastructure and model interaction not as magical boxes, but as physical boundary layers where resistance precedes connection. By separating topological structure from transient page content and deploying multi-model reduction protocols, we turn unpredictable tool failures into inspectable, repeatable engineering receipts.