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ML Compiler and Systems

genesis

ParisHybrid1mo ago
Employment
Full-time

About the role

What You'll Do

  • Lead the evolution of our high-performance robotics simulation platform

  • Design and implement the compute infrastructure and data flow mechanisms to optimize performance for physics simulation and foundation model training

  • Lead development of our compiler stack, focusing on JIT compilation, LLVM IR, and GPU codegen to minimize compile time and maximize runtime performance

  • Collaborate with the team to improve the compiler's support for differentiable programming, crucial for training neural networks within simulations

  • Stay current on state-of-the-art ML compilers—such as those in torch, Triton, and JAX—and decide which techniques and approaches are best suited for our application

  • Work closely with simulation and robotics engineers to align compiler enhancements with application needs

  • Contribute to relevant open-source projects and participate actively in the broader compiler and systems community

What You’ll Bring

  • Strong background in compiler construction, particularly in JIT compilation and LLVM-based code generation

  • Extensive experience with GPU programming models (e.g., CUDA, Vulkan) and understanding of GPU architecture

  • Track record as a core contributor to GPU programming infrastructure—such as Torch, JAX, Mojo, Taichi, or Warp

  • Proven ability to profile and optimize complex systems for performance and scalability

  • Understanding of automatic differentiation and its application in simulation and machine learning contexts

  • Excellent communication skills and a collaborative approach to problem-solving

  • Enthusiasm for contributing to and engaging with open-source communities

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