Software, automation, and evaluation for working systems.

We build backend systems, internal tools, evaluation harnesses, pipelines, dashboards, and the AI infrastructure that runs alongside them.


Services

Systems that run, integrate, and prove their work.

Evaluation

Model and workflow test harnesses

Repeatable checks for model outputs, document workflows, data quality, and business rules.

AI Systems

Orchestration, integration, and training

Language models and agents wired into real workflows, with guardrails and evaluation. Fine-tuning and custom training where it fits the work.

Operations

Operator dashboards and control surfaces

State, queues, failures, evidence, and next actions in one place.

Integration

APIs, adapters, and internal tools

Connect services, files, databases, queues, and existing tools.

Compute

Training and experiment infrastructure

Run specs, manifests, validation gates, placement, retries, and traceable results across local and cloud compute.

Data

Pipelines that make messy work measurable

Ingestion, transformation, scoring, reporting, and review tied to clear acceptance criteria.

Continuum Node Group LLC is a veteran-owned engineering firm based in Upstate New York, building software, automation, evaluation, and AI infrastructure for systems that have to keep running.

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