twin
disentangled latent dimensions. continuous-time dynamics. recursive memory. the twin learns the structure of one mind across years — not as caricature, but as coordinates.
the foundation models of the 2020s were built by ingesting the entirety of accessible human language. the result is extraordinary, and it is also fundamentally limited.
pretraining hit a ceiling. the next paradigm is models grown from experience — agents that learn from interaction, world models that simulate reality from first principles, generative systems that construct knowledge through trial and consequence.
archii is the post-pretraining bet for the one domain experience-from-environment alone cannot reach: individual human psychology. the ground truth of a mind is not in any environment an agent can interact with. it is in the person.
disentangled latent dimensions. continuous-time dynamics. recursive memory. the twin learns the structure of one mind across years — not as caricature, but as coordinates.
a coordinate system over psyche-space. universal anchor dimensions for cross-person commensurability. person-specific axes for individual fidelity. contextual dimensions for state-vs-trait separation.
the psychological present is the integrated trajectory through latent space, not the most recent token. irregular sampling. slow drift plus acute event. the arc of becoming.
memories contain memories. gist and texture coexist at scales of resolution. the structure of how the system remembers is isomorphic to the structure of how the person remembers.
we model both portrait a (self-report) and portrait b (behavior). the divergence is the substrate of psychological insight — and the system’s defense against its own failures.
“we do not assume what people say about themselves is true. we do not assume what they do reveals their true self either. the divergence is the substrate of psychological insight.”— architectural commitment № 4
we are looking for people who want a high-fidelity model of their own mind — not a chatbot, not a coach, not a productivity wrapper. the instrument and its subject. onboarding begins quietly.
you own your data, in the strong sense. exportable, deletable, portable, interrogable. the twin is shown to its subject. the system declines to act on inferences it has not shown you.