Deploying digital pathology isn’t about buying a tool —it’s about leading a transformation. And where many projects struggle isn’t technology, but mindset and context. Digital pathology changes workflows, roles, regulations, and ultimately patient care. Validation isn’t just about performance metrics —it’s about intended use, clinical fit, and how real people actually work with the system. There’s no universal playbook either, because academic centers, community hospitals, and distributed teams

Do you ever get lost trying to orient yourself on a liver histology slide? Here is a simple rule. Blood and bile flow in opposite directions. When I teach liver histology, I always start with two landmarks. The central vein and the portal triad. On H&E you will not see bile canaliculi clearly. But understanding flow helps you orient instantly. Blood flow: • Portal triad → sinusoids → central vein Bile flow: • Hepatocytes → bile ducts in the portal triad This single concept makes liver slides muc