What Can an AI Image Model Actually Know?Explore an empirical map of photographic representation, the method behind it, and the boundary between learned visual patterns and verified knowledge of a place.
LLMs Expand Possibilities—Knowledge Eliminates ErrorsLLMs widen the search space through rapid candidate generation. Knowledge-centric systems need an equally explicit process for rejecting false paths.
Navigation Is the New KnowledgeWhen information becomes cheap to retrieve, expertise may shift from owning knowledge to finding robust paths through an expanding information space.