AI Silicon Performance Modeling and Analysis Engineer
Core
Develop and maintain performance models for next-generation AI silicon products to enable architecture exploration, design evaluation, scalability analysis, and performance projection.
Role type
Senior IC AI silicon performance modeling and analysis engineer
Builds
Performance models for AI SoC communication fabrics, memory subsystems, and scale-up/scale-out interconnects
Domain
AI hardware / Semiconductor / Computer Architecture
Deliverable
production ML models
Required skills
SystemC/TLM modeling, C++ development, Python for data analysis, SoC architecture knowledge, memory subsystem expertise, performance characterization, architectural tradeoff analysis, validation strategy design, root-cause analysis, data visualization
Preferred skills
Experience with large-scale performance data generation, automated workflow development, technical mentoring
Technologies
SystemC, TLM, C++, Python
Responsibilities
Implement new architectural features in performance models; improve model fidelity and simulation performance; debug model issues and anomalies; develop validation plans and regression suites; correlate modeled behavior with hardware measurements; design and execute performance studies across various workloads; analyze bandwidth, latency, and congestion; identify performance bottlenecks; develop performance dashboards and visualization tools; partner with architecture and silicon design teams to influence product decisions; drive improvements in modeling methodologies and automation workflows.
Seniority
Senior, hands-on IC
