Openai
ML Silicon Performance Lead
San Francisco. Posted 11 days ago
The role
You will drive hardware/software co-design for silicon architecture. You will work across models, kernels, compilers, and silicon to maximize performance, efficiency, and scalability for AI workloads.
What you will do
- Drive hardware/software co-design across ML research, compiler, and silicon teams.
- Translate model and workload needs into kernel performance targets and hardware requirements.
- Map and optimize ML kernels for architecture.
- Co-design support for new data structures and quantization formats.
- Define and help develop specialized acceleration IP.
- Drive ML performance modeling and simulation with the compiler team.
- Partner with the Silicon Architecture lead to specify and validate new IP.
Required qualifications
- Deep experience with ML accelerator architecture and how compute resources, memory systems, and data movement shape workload performance.
- Ability to translate model-level behavior into concrete kernel requirements and hardware design decisions.
- Experience building or using accelerator performance models and simulators.
- Hands-on experience optimizing ML kernels.
- Understanding of quantization and numerical formats.
- Experience with hardware/software co-design.
About the company
OpenAI is an AI research and deployment company dedicated to ensuring that general-purpose artificial intelligence benefits all of humanity.