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Public research release

Continuum1-9B

Long-context foundation model with hybrid linear attention — open weights on Hugging Face.

Research-grade evaluationProduction-minded engineeringResponsible handover
Internal Productllm

About this release

Continuum1-9B is an internal product: ~8.6B parameters, 2M native context, hybrid GLA + Gated DeltaNet. Reported benchmarks such as ~75% MMLU are protocol-specific snapshots, not universal guarantees.

This item is labeled by project type so internal products and technical demonstrations are never confused with approved client case studies. Published metrics follow Innomium evaluation protocols — validate on your own data before production use.

Need to adapt this release to your environment?

We partner on evaluation, adaptation, integration, and production handover — starting from operating constraints, not a slide deck.

Built for accountable delivery

Clear scope. Technical evidence. A team that can ship.

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

Defined outcomes

Scope, constraints, milestones, and decision owners before build work starts.

02

Evidence at every stage

Evaluation plans, working artifacts, and reviewable technical decisions—not presentation-only progress.

03

Production handover

Integration, observability, documentation, and an operating path for the teams who own the result.