Ml, Deep Learning, Machine Learning, Tool automation, AMR, Physical AI, Ai, AGV, Smart manufacturing systems, Statistical Modeling, Robotics integration, MES automation platforms

People leadership and coaching, Operating or evaluating ML LLM systems in production, Metrics design and observability instrumentation for AI systems, LLM agent evaluation methods offline online LLM-as-judge, Leading technical teams, Understanding of RAG SQL agents autonomous agents and AI ML model lifecycles, Software ML quality, Clear written communication for gate findings and executive reporting, Stakeholder Management

Unity, Python, DDS, Webots, Motion Planning, petri nets, Gazebo, GRPC, Isaac Sim, Distributed Autonomous Systems, SLAM, ROS2, Ignition, Physical AI, Agentic AI, Control Loops, Boids Algorithm, Generative AI, Distributed Data Fusion, Localization

Ml, Iot, Cloud Data, Ai, cyber-physical systems, Mom, Robotics, IIoT platforms, Mes, digital twins, edge computing, smart manufacturing technologies, integration patterns, factory automation