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Research Scientist I/II, Multiscale & Multiphysics Simulations

Lila Sciences - Cambridge, MA USA

Posted May 15, 2026

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About this role

Research Scientist I/II, Multiscale & Multiphysics Simulations Cambridge, MA USA Your Impact at LILA Your role will focus on building next-generation in silico multiphysics and multiscale simulation capabilities that power AI-driven scientific discovery. You will develop high-fidelity digital representations of complex physical systems spanning chemical and mechanical processes, transport phenomena, and electromagnetic behavior and integrate them into autonomous discovery and experimental pipelines. You will work on integrating simulation methods-such as finite element modeling, computational fluid dynamics, phase-field methods, and TCAD-style transport/process modeling-into scalable, programmatic, and agent-driven systems that enable real-time digital twins, simulation-informed decision-making, and autonomous closed-loop workflows What You'll Be Building - Develop and deploy robust multiphysics models across coupled domains (e.g., thermal, fluid, structural, electromagnetic, chemical), using methods such as coarse-grained, mesoscale, FEM, and CFD techniques. - Build integrated multiscale frameworks that connect atomistic, mesoscale, and continuum representations to model materials and devices. - Design and implement programmatic, agent-driven simulation workflows that can autonomously configure, execute, and refine simulations within closed-loop discovery workflows. - Create scalable, GPU-accelerated simulation pipelines, data infrastructure, and interoperable APIs that connect commercial tools (e.g., COMSOL, ANSYS) and custom solvers deploying on cloud-based, high-throughput computing environments - Collaborate with AI, software, and automation teams to orchestrate and deploy closed-loop discovery workflows, integrating computational predictions with robotic and cloud-based laboratory platforms to enable automated experiment-simulation feedback cycles and accelerated R&D. What You'll Need to Succeed - PhD in Mechanical Engineering, Chemical Engineering, Aerospace Engineering, Materials Science, or a related field. - Extensive experience with multiphysics

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