Senior Engineer, Advanced Modeling & AI Solutions
Core
Design and deploy physics-based, ML, and LLM-powered modeling solutions for semiconductor process, package, and manufacturing workflows.
Role type
Senior IC machine-learning engineer (semiconductor modeling)
Builds
Agentic AI systems, digital twins, and production modeling pipelines for semiconductor design and manufacturing
Domain
Semiconductor industry + AI/ML
Deliverable
production ML models
Required skills
Physics-based modeling, LLMs, agentic workflows, PyTorch, TensorFlow, cloud deployment (AWS/GCP/Azure), structured benchmarking, prompt tuning, RLHF
Preferred skills
MLOps, CI/CD pipelines, LangGraph, AutoGen, AgentEval, Agentic Architecture, MCPs, Knowledge Base/Ontology development
Technologies
PyTorch, TensorFlow, AWS, GCP, Azure, LangGraph, AutoGen, AgentEval
Responsibilities
Design and deploy physics-based, ML, and LLM-powered modeling solutions; Architect agentic AI systems for digital twin development; Define best practices for LLM/agentic system deployment; Evaluate and improve model performance; Translate modeling results into insights via data storytelling
Seniority
Senior, hands-on IC