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Senior AI Engineer – Design Automation
Singapore · Full Time
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- Experience
- Any
- Salary
- —
- Openings
- 1
- Posted
- 3 days ago
- Work mode
- In office
- Education
- Ph.D.
- Resume
- Required to apply
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Job description
Job Location
Singapore
Overview
We are seeking a Senior AI Engineer to lead innovation in design automation by leveraging advanced AI technologies aimed at creating faster, smaller, and more energy-efficient semiconductor chips.
Key Duties and Responsibilities
- Utilize Large Language Models (LLMs) for the automatic generation, refinement, and debugging of RTL code in Verilog/SystemVerilog.
- Apply Graph Neural Networks (GNNs) to evaluate chip netlists and proactively identify wiring, spacing, and other physical design challenges early in the design process.
- Build autonomous AI agents that operate EDA tools, interpret outputs, diagnose faults, and implement corrections with limited human oversight.
- Transform state-of-the-art AI research for electronic design automation (EDA) into reliable, scalable software solutions for use by silicon engineering teams.
Candidate Requirements
- Ph.D. degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
- Research experience demonstrated through thesis or publications in areas such as Graph Machine Learning, Verilog/SystemVerilog code optimization, or NLP applied to code or hardware description languages.
- Familiarity with traditional VLSI design methodologies including synthesis, static timing analysis, and physical design is advantageous.
- Strong expertise in PyTorch, PyTorch Geometric (PyG), and advanced LLM frameworks.
- Proficient programming abilities in Python.
Level
Senior
Minimum education
Doctorate
Skills
Tools & software
Python
required
PyTorch
required
SystemVerilog
required
Verilog
required