Company overview

Continuum Node Group LLC is a software engineering firm that builds and operates the systems that production AI, automation, and data work depend on. Engagements span backend systems, AI and LLM workflow evaluation, computer vision and machine learning, dashboards, automation, data engineering, and the orchestration infrastructure that keeps long-running technical work organized, traceable, and recoverable.

The firm is SAM registered and certified by New York State as a Service-Disabled Veteran-Owned Business (SDVOB). Available for federal and state contracting work with delivery nationwide.

Corporate data

Core competencies

• AI and LLM workflow evaluation, orchestration, and guardrails
• Backend systems, APIs, and service integration
• Data engineering and pipelines for operational data
• Operator dashboards and control surfaces
• Computer vision and machine learning systems
• Automation and workflow tooling
• Experiment and training infrastructure with traceable run management
• System design, scaling, and performance work
• Web applications and internal tools

Past performance

Delivery evidence, references, and program-sensitive details are provided under appropriate request, teaming, or contracting context.

Differentiators

1. Senior engineering across backend, data, machine learning, and AI orchestration with corporate delivery experience.
2. Local-first control plane experience: schedulers, agent workflows, recovery, and traceable run management.
3. Evaluation discipline. Work ships only when deterministic tests pass.
4. Delivery model centered on scoped engineering work, traceable artifacts, and documented handoffs.
5. NY State SDVOB participation supports state and local subcontracting goals.

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