Netpreme
Member of Technical Staff, Performance Modeling
Santa Clara, CA or Boston, MA. Posted 10 days ago
The role
You will develop functional and performance models for a scale-up network-attached memory expansion device for AI accelerators. You will work with the silicon architecture team to build system-level and chip-level models and identify performance bottlenecks.
What you will do
- Build and maintain system-level and chip-level performance models for high-bandwidth data movement.
- Model workloads from software memory access patterns through data distribution to on-device memory channels.
- Work with silicon architects, system designers, and workload owners to align performance expectations.
- Identify performance bottlenecks, scaling limits, and sensitivity points across compute, memory, and interconnects.
- Communicate modeling assumptions, limitations, and conclusions to technical and non-specialist stakeholders.
Required qualifications
- Bachelor’s or Master’s degree in Electrical Engineering, Computer Engineering, or a closely related field.
- 5–10+ years of experience in performance modeling for data movement devices: NICs, memory expansion cards (e.g. CXL), IPU/DPU, NoC.
- Ability to reason across multiple abstraction layers, from architectural details to system-level performance behavior.
Nice to have
- Prior experience modeling performance for networking protocols with memory semantics.
- Familiarity with shared memory systems and frameworks (e.g. CUDA VMM).
- Familiarity with modern AI/ML technical stack from a workload perspective: large language model inference and sharding, KV caching, serving system (e.g. continuous batching).
- Experience with scale-up and high-bandwidth interconnects (e.g. NVLink or similar technologies).
- Experience with modeling memory subsystems
Benefits
- Competitive salary with performance-based bonus and early-stage equity grant
- 100% employer-paid Health, Dental, and Vision coverage for you and your dependents
- 401(k) match with immediate vesting
- Access to financial advisors
- 100% employer-paid Life, Disability, and AD&D insurance
- Fitness stipend
- Wellness & mental health perks
- 20 vacation days
- 15 company holidays (including 3 floating days)
- Daily lunch stipend
- Enterprise-level Claude & ChatGPT access
- On-site parking and EV charging
Before you apply
- Visa sponsorship and relocation assistance offered
About the company
Netpreme is building a solution to allow AI memory to scale independently of AI compute. The company is based in Cambridge, MA, and Santa Clara, CA.