5 дней назад
Network Simulation Engineer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Network Simulation Engineer (AI): Simulating distributed AI workloads across data center network topologies with an accent on communication performance, scalability, and AI infrastructure architecture. Focus on optimizing topologies and protocols, shaping ASIC design with simulation insights, and developing models using NS-3, ASTRA-sim, C++, and Python.
Location: Saratoga, California, United States
Company
is a Silicon Valley hardware startup developing infrastructure solutions for AI data centers across silicon, packaging, software, and systems.
What you will do
- Simulate communication patterns for distributed AI workloads, including LLMs and DLRMs, across diverse data center network topologies.
- Analyze workload performance and scalability to support architecture decisions throughout the product development lifecycle.
- Evaluate customer AI workloads and recommend topology designs, protocol tuning, and system architecture improvements.
- Provide simulation-based insights to ASIC and architecture teams to optimize chip designs for AI traffic flows.
- Customize, tune, enhance, and operate simulation frameworks such as NS-3 and ASTRA-sim in collaboration with tool providers.
- Prepare reports, technical documentation, and presentations for technical and non-technical stakeholders.
Requirements
- MSc or PhD in Computer Science, Electrical Engineering, or a related field specializing in AI/ML communications, or equivalent hands-on experience.
- Strong experience with network simulation tools such as NS-3, OMNeT++, or custom-built simulators.
- Familiarity with distributed training frameworks, collective communication libraries, and GPU programming with CUDA or ROCm.
- Deep understanding of frontier model architectures, parallelism, Ethernet, InfiniBand, and high-performance data center networking.
- Understanding of compute, memory, and interconnect bottlenecks in large-scale AI training and inference clusters.
- Strong C++ and Python programming skills, plus clear written and verbal communication.
Nice to have
- 2+ years of relevant experience.
- Exceptional early-career candidates may also be considered.
Culture & Benefits
- Work on next-generation AI infrastructure and high-performance data center networking.
- Collaborate with customers, ASIC designers, simulation tool providers, and experienced engineering leaders.
- Contribute directly to products designed to improve AI performance, GPU utilization, capital efficiency, power consumption, and reliability.
- Starting base salary is determined by skills, experience, qualifications, work location, market trends, and comparable employee compensation.
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