Refinery and JEPA.
Frontier is where we push on how large models think: steering how they choose words, and teaching world models to notice when they drift.
Refinery
Steer the next word with geometry.
Refinery is a controller that sits beside a language model and shapes how it picks each next word, using structure in the model's own choices rather than more parameters. The goal: sharper, more varied writing from the same model and the same compute.
JEPA
World models that notice drift.
A Joint Embedding Predictive Architecture, or JEPA, learns how a world moves by predicting in a compact internal space instead of pixel by pixel. Our work maps those internal steps so a system can see when its picture of the world starts to slide, and pull it back.
AI CowboysBring us one model call, or one sensor.
We will compile a specialist for it and show you the result on your own hardware.
jacob@astrognosy.com