Questions investigated through prototypes, evidence, and writing.
An engineer sits with the discomfort of calling databases, retrieval systems, and unchanged model weights 'memory,' and asks whether the word is doing any real work — without answering the question.
Making an AI companion sound like a beloved character is the easy part. The hard part is what she should know, how she came to know it, and whether her ignorance is as believable as her personality — a problem that gets stranger the longer Furina from Genshin Impact stays in your life.
AI companions increasingly seem to 'remember' the people who talk to them. This essay explores what that experience actually rests on — and whether the old, human idea of memory offers a real lens on it, or just a comforting story.
AI companions are usually built on a single document — a system prompt, a JSON persona, a character card — that tries to hold identity, values, style, and behavior all at once. A closer look at character card ecosystems, lorebooks, memory architectures, and persona-drift research suggests that document is doing too many jobs, and that the real fix looks less like a better file format and more like a small compiled runtime that sits between a human-authored personality and the model.
Advanced SubStation Alpha files look like subtitles but behave like small visual programs. Investigating why translation pipelines built for .srt keep breaking on .ass reveals that the hard part was never the text — it's the reconstruction.
Sword Art Online's Project Alicization imagines a simulated society of artificial minds governed by hard-coded law. Stripped of its consciousness claims, how much of that architecture — persistent agents, authority levels, taboo enforcement, embodiment — already exists in real AI research, and what would actually stop someone from building a stripped-down version of it?
A look at what it would take for a system like E to autonomously update its own world model from messy sources, without a human approving every change — and an honest accounting of how far the current research gets us, and where it still falls short.
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.