Research
Pushing the frontier of industrial intelligence.
Our team publishes in top-tier venues and open-sources datasets and benchmarks to advance the field.
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Geometry Learning
B-Rep, meshes, point clouds and CAD-native transformers.
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Neural Physics
Fast surrogate solvers for FEM, thermals, and fluidics.
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Process Planning
Decision transformers for CNC, additive and mold workflows.
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Vision for Drawings
Parsing 2D drawings, sketches and legacy PDFs.
Selected publications
2025
MADES-1: A Latent World Model for Industrial Geometry and Physics
Oral NeurIPS 2025
2025
B-Rep Graph Transformers for Feature Recognition Across Manufacturing Domains
Journal ACM SIGGRAPH 2025
2024
Latent Multi-Physics Solvers with Process-Aware Tokens
Poster ICML 2024
2024
DFM-as-a-Service: Latent Cost and Defect Prediction at 100ms Latency
Journal CIRP Annals
Join our research lab
We hire research engineers, scientists and interns year-round.