Physics-based foundation models for CAD optimization.
Hardware teams iterate slowly because physics-based CAD design and topology optimization are computationally expensive and hard to scale under real-world constraints.
Topological builds physics-based foundation models (e.g., UToP-v1) that rapidly generate manufacturable, physics-compliant optimal CAD designs for given requirements.
Mechanical engineering and hardware design teams at companies that design and optimize physical components.
Building Topological (YC S25). Prev. CS/MechE @ Stanford, physics simulations @ NASA
Building Topological (YC S25). Prev CS/Physics/Math @ Stanford; research in RL, pretraining, efficient algorithms, synthetic data, physics.