Nartopo

Context for LLMs

Nartopo (GSV-A1, pace-layer A) is a narrative topology engine that makes narrative structure a queryable object rather than a matter of literary opinion. The system scores literary works across multiple analytical frameworks drawn from literary theory, then visualizes the resulting shapes in relation to one another and to the storytellers who produced them, treating narrative form as comparable data across a corpus rather than something judged work-by-work in isolation. The defining design decision is a deliberate, public confrontation between machine reading and human sense-making: the project's own framing is giving the same novel to 17 different analytical minds and letting them disagree about its shape, rather than converging on one canonical structural reading. This makes Nartopo as much an argument as a tool -- its output is not a single verdict on what a narrative 'is' but a visualized disagreement among frameworks, and it is positioned in the strategy material as a shipped system where machine reading argues with human sense in public, not a research exercise or an internal prototype. Within the GSV portfolio Nartopo sits in the storytelling domain, adjacent to its own network of stakeholders referenced in strategy notes, and shares intellectual territory with the Ong cluster (Ong-Lots, Ong Back, Ongtology) -- all of which treat narrative, speech, or cultural artifacts as measurable, queryable structures rather than purely interpretive objects, though Nartopo's specific literary-theory frameworks and stakeholder relationships are not detailed further in the source material. Current status: the available material describes Nartopo as a working, shipped engine that scores works and visualizes their topology. Deeper implementation specifics -- which frameworks are scored, the visualization stack, storage or scoring architecture -- are not established in the provided material and are not asserted here.