Consulting and build work for autonomy programs, ML infrastructure, backend systems, and hard integration problems.
Simulation environments, controller training, evaluation harnesses, deployment contracts, and hardware integration for air, ground, and multi-agent platforms.
GPU scheduling, experiment tracking, worker orchestration, reproducibility controls, and failure recovery for long-running training and inference workloads.
Backend services, APIs, data pipelines, operator tooling, system integration, and targeted technical consulting for teams that need senior engineering help on a defined problem.
Understand the system, the constraints, and where the real technical risk sits.
Set deliverables, boundaries, interfaces, and decision points before implementation starts.
Implement, integrate, and test against the environment the system actually has to run in.
Ship with documentation, operational handoff, and follow-through if the work continues.
Continuum Node Group LLC is a veteran-owned engineering firm based in Upstate New York. Recent work includes learned flight-control pipelines, GPU job scheduling, evaluation tooling, and the software needed to operate and deploy those systems.
New build, stalled project, integration issue, or technical due diligence. Send a short note with the system, constraints, timeline, and what you need done.
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