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Jobs(26,995)/Staff Scientist Role(100)/Causal Labs (10) - Member of Technical Staff — Research, Physics
Causal Labs

Causal Labs - Member of Technical Staff — Research, Physics

San Francisco, California, United States2w ago
In OfficeStaffNAArtificial IntelligenceStaff Scientist

Requirements

• We value a relentless approach to problem-solving, rapid execution, and the ability to quickly learn in unfamiliar domains. • Deep expertise in physics — fluid dynamics, thermodynamics, computational physics, or a closely related field (typically a PhD or equivalent research experience) • Familiarity with numerical simulation of physical systems (e.g. CFD) and its trade-offs • Interest in where machine learning and physical modeling meet • Ability to collaborate closely with ML researchers and translate physical principles into technical requirements • A rigorous, evidence-driven approach to evaluating model quality

Responsibilities

• Bring physical principles to bear on the model — assessing consistency with conservation laws and physical constraints, and where physics-informed inductive biases help or hinder • Develop evaluations that test whether the model's behavior is physically coherent, not just statistically accurate • Advise on the physics of the systems we model, from fluid dynamics to thermodynamics, and their numerical treatment • Investigate where the LPM generalizes across physical domains and where it breaks down • Partner with model, evaluation, and interpretability teams to connect physical understanding to research direction

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