Questions investigated through prototypes, evidence, and writing.
Fandom communities have built enormous amounts of structured knowledge about the universes they love, but almost none of it can talk to each other. Here's what that fragmentation actually looks like.
This research examines whether AI companions can move beyond static, prompt-defined descriptions of a person toward evolving, evidence-based models of them, and finds the idea technically plausible, ethically fraught, and only partially novel.
This essay investigates whether AI roleplay's next real advance is not more expressive characters but a world capable of producing consequences the player didn't ask for.
An anatomical investigation into whether the individual technologies required for a persistent artificial companion already exist, what remains unknown, and why integration itself may be the experiment that matters.
This article examines what an AI system would technically and epistemically need — beyond memory storage and retrieval — before "knowing" a person could be a defensible claim rather than a marketing phrase.
An examination of how Rin Tohsaka's pride, vulnerability, competence, and humanity made her one of anime's most enduring heroines.