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  3. Senior Research Engineer, Mechanical Intuition in Multimodal Models
Toyota Research Institute logo

Senior Research Engineer, Mechanical Intuition in Multimodal Models

Toyota Research Institute
Los Altos, MA
Full Time
Posted April 2, 2026
$180k - $180k
Power Generation
~16 people viewed this recently
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Application opens on company website

Job Description

At Toyota Research Institute (TRI), we’re on a mission to improve the quality of human life.

Key Responsibilities

• Design, build, and maintain robust and efficient pipelines for model training and evaluation, with a focus on reliability, scalability, and researcher productivity. • Develop tools and frameworks to measure and improve model performance across multiple dimensions, including accuracy, generalization, and computational efficiency. • Collaborate closely with researchers to translate emerging techniques and experimental findings into clean, production-ready implementations. • Build high-performance systems for geometry manipulation, processing, and modeling, including integration with CAD, CAM, or related geometric representations. • Contribute to the team's shared infrastructure and codebase, raising the standard for code quality, testing, and documentation.

Requirements

• An MS or equivalent in Computer Science, Robotics, Mechanical Engineering, or a related field, plus several years of relevant industry or research experience. • A strong track record of designing and shipping reliable software systems, with an ability to work across the full stack of a research engineering project. • Experience working with computational geometry, CAD, CAM, or graphics systems, and a clear understanding of the challenges involved in processing and representing complex 3D geometry. • Experience building performant systems for geometry manipulation or modeling — including efficient data structures, algorithms, or GPU-accelerated pipelines. • Interest in manufacturing, simulation, or process automation, and enthusiasm for working in a domain where software has direct physical consequences. • Familiarity with topology optimization, constraint solving, or CSG representations, and experience applying these in applied research or production contexts. • Experience with physical modeling in some form — finite element analysis, neural ODEs or PDEs, or physical simulation frameworks such as MuJoCo, Taichi, or similar tools. • Exposure to machine learning model development, including training pipelines, evaluation harnesses, and experiment tracking at scale. • Prior experience in a research lab or research-adjacent engineering role, with an appreciation for how to balance rigor and velocity.

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