
Continuum1-9B
Long-context foundation model with hybrid linear attention — open weights on Hugging Face.
Research
Programs with delivery layers you can inspect, public model releases, and evaluation practice that feeds client engineering — not invented peer-review claims.
Each program covers evaluation, model development, inference, and integration — with public releases as a concrete starting point.
Evidence note: Releases below are Innomium internal products and technical demonstrations unless explicitly labeled otherwise. Named client case studies appear only with written publication approval.

Long-context foundation model with hybrid linear attention — open weights on Hugging Face.
Scoped R&D, model adaptation, or production integration — start with the operating constraint.
Built for accountable delivery
We begin with the operating constraint, agree on what success looks like, and build a delivery path your technical and business teams can review.
01
Scope, constraints, milestones, and decision owners before build work starts.
02
Evaluation plans, working artifacts, and reviewable technical decisions—not presentation-only progress.
03
Integration, observability, documentation, and an operating path for the teams who own the result.