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 Agentic AI Data Scientist
Builds
Autonomous AI agents for manufacturing planning, capacity optimization, and operations intelligence
Domain
Semiconductor manufacturing / Operations Research / Agentic AI
Deliverable
production ML models
Required skills
Python, LLMs/GenAI ecosystems, Operations Research (Linear/Mixed Integer Programming), Multi-agent systems, Prompt engineering, RAG, Optimization modeling, Data pipelines (Spark/SQL), MLOps
Preferred skills
PhD in AI/OR, Agent frameworks (LangChain/AutoGen/CrewAI), Reinforcement learning, Knowledge graphs, Semiconductor domain experience
Technologies
Python, LLMs, LangChain, AutoGen, CrewAI, Spark, SQL
Responsibilities
Design multi-step reasoning agents; Build multi-agent architectures for complex planning; Integrate agents with enterprise systems; Apply Agentic AI to capacity and production flow problems; Develop reusable agent orchestration frameworks; Partner with planning and data engineering teams
Seniority
Staff, hands-on IC with strategic scope
