Company overview

Continuum Node Group LLC is a New York based 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 small business sized, 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

Available upon request.

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. Direct technical delivery with a subcontractor and partner network for surge capacity.
5. NY State SDVOB participation supports state and local subcontracting goals.

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