She learns. You never start from zero again.
ELLE — the External Learning Loop Engine. Every interaction is an experience, and experience accumulates: lessons learned, scoped, attributed — durable rules that survive model replacement and follow the user into whatever model they talk to next.
in the forge — engine rebuild underwayExperience in. Lessons out.
ERIE answers what do I know, and why. ELLE answers what did I learn, and why. She watches the experience she's having with the user — what worked, what failed, what the user corrected — and turns it into durable learning: maturation into rules, scoped to where they apply, attributed to the experience they came from.
Experience
Every interaction with the user — lived, not logged. What happened, in context.
Lesson
Experience distills into a lesson: what was learned, scoped to where it holds, attributed to its source.
Rule
Lessons mature into rules — durable, portable, surviving whatever model comes next.
Return
The rules follow the user into every future interaction. Never start from zero again.
The learning doesn't live inside the model.
Models get replaced. Fine-tuning gets wiped. Context windows get flushed. ELLE's loop is external — the lessons live outside any single model, so the user's accumulated experience survives all of it. Swap the model underneath; the learning stays.
Scoped
Every lesson knows where it applies — a lesson about one user doesn't leak into another.
Attributed
Every lesson carries where it came from — the experience it was learned in, on the record.
Durable
Lessons outlive models. Replacement, retraining, new vendor — the loop doesn't care.
One engine of three.
KATIE
Watches. Every belief, every decision, every handoff — issued a receipt and written to the K-record.
ERIE
Verifies. Retrieval without hallucination — what comes back is grounded in the record, with provenance.
ARCHE
The architecture they run on — the emulator of how humans function, with memory as part of the design.
The loop that remembers you.
ELLE is the learning layer: experience becomes lessons, lessons become rules, and the rules follow the user. Currently in the forge — being rebuilt as a real engine.
Talk to us