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Physics-based foundation models for CAD optimization.
Topological is developing physics-based foundation models for CAD optimization. We help hardware teams iterate at the same speed that software teams do. Our technology is accelerating the engineering workflow with AI and scales design and optimization to identify the ideal designs for complex problems given their physical constraints with enhanced speed and performance. Our first model, UToP-v1, is a SOTA topology optimization model that understands physics, geometry, and manufacturability. It can generate the most efficient design given a problem’s physical requirements. It has <5% compliance error and is 1930x faster than current methods. We're reimagining mechanical engineering and computational design with precision spatial AI.
Topological develops physics-based foundation models for CAD optimization to accelerate mechanical engineering design. Their first model, UToP-v1, aims to generate efficient designs under physical constraints with high speed and precision, backed by Y Combinator.
Topological builds physics-informed AI models for CAD optimization that understand physics, geometry, and manufacturability to generate the most efficient designs given physical requirements. Their first model, UToP-v1, is described as a state-of-the-art topology optimization model that is 1930x faster than current methods and has 5% compliance error, enabling hardware teams to iterate designs at speeds closer to software development cycles.
Who it’s for: Hardware/Mechanical engineering teams needing CAD optimization, topology optimization, and rapid design iteration under physical constraints.
YC-backed accelerator; public mention of backed by Topological founders; mentions SF location
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.
Formerly “TipTop” · why startups rename →
A foundation model for physics.
We make tools to design electronics circuit boards with code
