It starts at the foundation.
From first principles to independently developable models.
Our exclusive focus is pre-training.
- Sovereign intelligence starts with the data.
How data provenance, physical experience, and deliberate mixtures shape a foundation a nation can develop.
01 / Milky Way · Research agenda - NewLong-WAM vs. VLA: what should a foundation learn?
Three papers, one first-principles question: which pre-training signals produce useful physical understanding?
02 / Andromeda · Literature analysis - A foundation should earn its handover.
An evaluation agenda for transfer, efficiency, reproducibility, and independent continued development.
03 / Pillars of Creation · Research agenda - Helping sovereign nations stay sovereign.
We pre-train for the middle powers, then hand over the foundation so national teams can take it forward.
04 / Orion Nebula · Company thesis
On our reading desk
Long-WAMContext & predictive pre-training ↗VLA-ΔPhysical transition supervision ↗WAM / VLA robustness studyGeneralization under perturbations ↗Literature analysis is labeled separately from our proposed research agenda. Orion experimental releases will be published as the work develops.