AI Accelerator Architect & Performance Modeler

Arago Inc.

Paris

Sur place

EUR 150 000 - 210 000

Plein temps

14 jours+
Générateur de candidature

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Avantages offerts par ce poste

Stock option plan
Healthcare coverage
Pension contributions
25 days PTO

Résumé du poste

Arago is seeking an Architecture Modeling Engineer to own performance modeling and workload analysis for its optical AI accelerator, collaborating across hardware and software teams to evaluate design choices and optimize compute kernels.

You will translate workload requirements into architecture and software requirements, and, after architecture decisions, work hands‑on with the software team to optimize workloads on the target hardware.

Qualifications

  • Strong mathematical background in linear algebra, probability, numerical methods, and quantitative performance analysis.
  • Strong knowledge of computer architecture, including compute pipelines, memory hierarchies, interconnects, and parallel execution.
  • Strong C/C++ and Python programming skills.
  • Experience analyzing and optimizing performance-critical kernels or low-level compute workloads.
  • Good understanding of AI/ML workloads, tensor operations, data movement, and common execution patterns.
  • Ability to work across hardware and software teams and translate workload behavior into architecture and software requirements.
  • Language: English at a proficient level.
  • Strong industry knowledge about AI hardware, GPUs, memory generations, rack-scale computing.
  • Experience building performance models, simulators, or analytical models for CPUs, GPUs, NPUs, or other accelerators.
  • Experience with profiling, benchmarking, and identifying hardware or software performance bottlenecks.
  • Experience in novel computing architectures: analog computing, in-memory computing, heterogeneous systems.

Responsabilités

  • Develop fast, flexible performance models to evaluate AI accelerator architecture choices and guide early design decisions.
  • Work closely with the software team to characterize key AI workloads, kernels, dataflows, and system bottlenecks.
  • Work closely with hardware architects to model compute, memory, interconnect, and scheduling behavior across proposed architectures.
  • Drive rapid performance studies and trade-off analyses across throughput, latency, utilization, bandwidth, and efficiency.
  • Help define and validate the programming model and workload mapping strategy for the accelerator.
  • Following architecture definition, work hands‑on with the software team to optimize compute kernels and key workloads for the target hardware.
  • Build lightweight simulation, profiling, and analysis tools that support fast iteration from architecture exploration through software optimization.

Connaissances

C/C++
Python
Mathematics
Computer architecture
AI/ML workloads
Performance analysis
English proficiency
Cross-functional collaboration
AI hardware knowledge
Performance modeling
Profiling & benchmarking
Novel computing architectures

Outils

Profiling tools
Simulators/ analytical models

Description du poste

Arago is seeking an Architecture Modeling Engineer to own performance modeling and workload analysis for its optical AI accelerator, collaborating across hardware and software teams to evaluate design choices and optimize compute kernels.

You will translate workload requirements into architecture and software requirements, and, after architecture decisions, work hands‑on with the software team to optimize workloads on the target hardware.

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