Atomic Machines Benefits Overview

Build and operate production MLOps infrastructure spanning experimentation, model training, deployment, serving, monitoring, retraining, and rollback. Develop ML data and feature pipelines using multimodal manufacturing data, maintain lakehouse and feature-store capabilities, and establish observability and human-in-the-loop feedback systems. Collaborate with data, AI, software, process, materials, and simulation engineers to deliver reliable, scalable ML platforms and model feedback loops.

Build financial infrastructure, models, scenario analyses, and reporting to support resource allocation, cost optimization, unit economics, and operational planning. Partner with Operations, Engineering, Go-to-Market, data teams, PMO, and senior leadership to track execution, identify risks, improve reporting, and prepare board and investor materials.

Leads enterprise network and cybersecurity architecture across corporate and manufacturing environments. Manages network and security engineers, vendors, infrastructure operations, cloud networking, segmentation, firewalls, monitoring, incident response, vulnerability remediation, compliance controls, and technology roadmaps. Designs resilient AWS and hybrid connectivity, oversees routing, switching, wireless, OT/IT security, and presents risk and strategy to stakeholders.