Performance Modeling Architect - AI Systems

Auradine, Inc.
Santa Clara, CA, United States
4 days ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Compensation
$200,000.0 - $300,000.0
Working hours
Regular working hours

Tech stack

Artificial Intelligence C++ (Programming Language) Cloud Computing Computer Programming Microprocessors Python (Programming Language) Machine Learning Systems Architecture System on a Chip Graphics Processing Unit (GPU) AI Platforms Low Latency
+2 more
Modeling and Simulation Machine Learning Operations

Job description

We are looking for a Performance Modeling Architect who will develop the modeling and simulation frameworks used to guide architectural decisions across our platform. In this role, you will build models that capture the interaction between AI workloads, software stacks, and hardware architectures, enabling rigorous evaluation of system-level tradeoffs. Your models will represent not only the SoC architecture and its components, but also key elements of the software stack and system behavior that ultimately determine real-world performance. These frameworks will enable hardware-software co-design, allowing us to explore design alternatives and quantify their impact on

performance, latency, scalability, and energy efficiency. Your work will directly influence the architecture of next-generation AI compute platforms.

Responsibilities

Develop system-level performance models for AI workloads and compute architectures.

Build simulation frameworks that capture interactions between AI models, software runtimes, and hardware systems.

Model key components of SoC architecture including compute units, memory hierarchies, and interconnects.

Incorporate relevant software and runtime behavior into modeling frameworks to reflect realistic system execution.

Analyze system bottlenecks and evaluate architectural tradeoffs across the platform.

Work closely with hardware architects to guide microarchitectural and system-level design decisions.

Collaborate with software and ML teams to incorporate realistic workloads into modeling frameworks.

Use modeling and simulation to evaluate performance, latency, throughput, and energy efficiency across target applications., This is an opportunity to help build foundational technology at a time when the industry is undergoing fundamental change. You will work alongside experienced leaders, architects, engineers, and operators who have delivered industry-defining products across mobile, cloud, semiconductor, and AI platforms. If you enjoy solving difficult problems, working across disciplines, and helping shape the future of Physical AI, we would love to hear from you.

Requirements

Artificial Intelligence (AI), Performance Modeling, System Architecture, Artificial Intelligence (AI), Performance Modeling, System Architecture, Hardware Architecture, Architectural Services, Simulation, System-on-a-Chip (SoC), Strong background in computer architecture, system architecture, or performance modeling.

Experience building simulation or analytical models of complex hardware systems.

Strong programming skills (Python, C++, or similar) for modeling and simulation frameworks.

Understanding of modern compute architectures such as CPUs, GPUs, or AI accelerators.

Ability to analyze complex systems and identify performance bottlenecks.

Strong quantitative reasoning and ability to translate models into architectural

insights.

Preferred Qualifications

Experience modeling AI workloads or machine learning systems.

Familiarity with architectural simulators or performance modeling tools.

Experience with memory systems, interconnect architectures, or accelerator design.

Exposure to hardware-software co-design methodologies.

Experience modeling performance across multiple layers of the stack, including software runtimes and hardware platforms.

Benefits & conditions

$200,000 - $300,000 a year

Compensation & Benefits

At Velaura, we believe exceptional talent deserves exceptional rewards. Compensation for this role includes a base salary and very competitive equity compensation, allowing team members to share in the company’s long-term success.

The base pay listed represents a good faith estimate that the Company reasonably expects to pay for this position at the time of hire. Actual compensation will depend on multiple factors, including the candidate’s skills, qualifications, relevant experience, and geographic location.

In addition to base salary and equity compensation, Velaura offers a comprehensive benefits package that may include medical, dental, and vision coverage; paid time off; flexible work arrangements; professional development opportunities; and other benefits designed to support the well-being and growth of our team.

Velaura is committed to pay equity and transparency and regularly benchmarks compensation to ensure we remain competitive in the market.

Why Velaura?

Velaura is building next-generation compute technology for cloud, edge, and Physical AI. Our solutions will enable robots, autonomous systems, drones, and other intelligent machines to operate efficiently in the physical world.

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