Staff Data Scientist, SMAI OI
Core
Design and deploy goal-driven, multi-step AI agents for end-to-end planning and operational optimization in smart manufacturing.
Role type
Staff Data Scientist (Agentic AI & Operations Research)
Builds
Autonomous AI agents, multi-agent architectures, and optimization workflows for manufacturing planning and capacity management.
Domain
Semiconductor manufacturing / Smart Manufacturing & AI (SMAI)
Deliverable
production ML models
Required skills
Python, LLMs/GenAI ecosystems, Operations Research (Linear/Mixed Integer Programming), Multi-agent systems, RAG, MLOps
Preferred skills
PhD in AI/OR, Agent frameworks (LangChain, AutoGen), Reinforcement learning, Semiconductor domain experience
Technologies
Python, Spark, SQL, LangChain, AutoGen, CrewAI
Responsibilities
Design agent-based AI systems with multi-step reasoning; Build multi-agent architectures for complex planning; Integrate agents into enterprise platforms and data pipelines; Partner with planning and operations teams to translate business problems into AI logic.
