Senior or Staff Engineer, Advanced Modeling & AI Solutions

Job Title

Senior or Staff Engineer, Advanced Modeling & AI Solutions

Role Summary

Lead design and deployment of agentic and LLM-powered modeling solutions that accelerate semiconductor process, packaging, and early manufacturing decisions. Work at the intersection of physics, data, and engineering within the Technology Development team to build production-ready AI and physics-based models integrated with design and fab/test environments.

Experience Level

Senior-level (Senior or Staff). Specific years of experience not specified.

Responsibilities

Deliver end-to-end AI and modeling solutions and integrate them with engineering and manufacturing workflows.

• Design and deploy physics-based, ML, and LLM-powered models for process, packaging, and manufacturing workflows.
• Architect agentic AI systems and digital twins that integrate with modeling tools, EDA, and fab/test platforms.
• Define and promote best practices for reliable production deployment of LLMs and agentic systems.
• Evaluate and improve model performance using structured benchmarking, prompt tuning, RLHF, and feedback loops.
• Translate modeling outcomes into clear insights and visualizations for technical and non-technical stakeholders.

Requirements

Must-have technical skills and experience for the role.

• Experience developing machine learning models on large, diverse datasets.
• Hands-on experience building and deploying AI/ML systems with frameworks such as PyTorch or TensorFlow, including work with LLMs, RAG, and agentic workflows.
• Experience deploying ML pipelines on cloud platforms such as AWS, GCP, or Azure.
• Experience evaluating and improving model performance (benchmarking, prompt tuning, RLHF, feedback loops).
• Ability to create clear data storytelling and technical visualizations.

Nice-to-have (preferred):

• Proven track record leading AI/ML projects in semiconductor design, process technology, validation, or manufacturing.
• Experience with MLOps, CI/CD pipelines, and production LLM deployment.
• Familiarity with agentic AI frameworks (e.g., LangGraph, AutoGen) and evaluation tools (e.g., AgentEval).
• Experience building agentic architectures, multi-component pipelines, and knowledge bases/ontologies from disparate data sources.
• Strong cross-functional collaboration and communication skills.

Education Requirements

Bachelor's, Master's, or PhD in Electrical Engineering, Computer Science, or a related field, or equivalent practical experience.

About the Company

Company: Micron Technology

Headquarters: Boise, Idaho, USA

Micron Technology is a global leader in memory and storage solutions, dedicated to transforming how the world uses information. The company offers a diverse portfolio of high-performance DRAM, NAND, and NOR memory products under the Micron and Crucial brands. With a commitment to customer focus and technological innovation, Micron drives advancements in artificial intelligence, 5G, and other data-centric applications, empowering users to learn, communicate, and progress.